This table lists the benchmark results for the high-res multi-view scenario. The following metrics are evaluated:

(*) For exact definitions, detailing how potentially incomplete ground truth is taken into account, see our paper.

The datasets are grouped into different categories, and result averages are computed for a category and method if results of the method are available for all datasets within the category. Note that the category "all" includes both the high-res multi-view and the low-res many-view scenarios.

Methods with suffix _ROB may participate in the Robust Vision Challenge.

Click a dataset result cell to show a visualization of the reconstruction. For training datasets, ground truth and accuracy / completeness visualizations are also available. The visualizations may not work with mobile browsers.




Method Infoallhigh-res
multi-view
indooroutdoorbotani.boulde.bridgedoorexhibi.lectur.living.loungeobserv.old co.statueterrac.
sorted bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort bysort by
HY-MVS5.90 15.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
ACMH+729.97 2661.38 159754.00 162383.51 163368.96 165376.38 1692483.74 20182.42 1641089.25 184333.39 1681219.68 18866.53 160573.60 186957.86 183184.14 169200.56 167
PMVScopyleft863.65 3957.08 1781054.11 187666.00 192401.00 170495.00 1773790.00 209279.00 2051607.00 204521.00 1861745.00 20490.00 1611105.00 215639.00 171415.00 200398.00 197
Y. Furukawa, J. Ponce: Accurate, dense, and robust multiview stereopsis. PAMI (2010)
IB-MVS872.44 4616.41 158700.96 161362.78 162426.10 172409.25 1721822.69 185124.42 1861186.23 186366.85 1711079.42 185190.60 188451.78 171930.72 182181.59 168227.30 169
Christian Sormann, Mattia Rossi, Andreas Kuhn and Friedrich Fraundorfer: IB-MVS: An Iterative Algorithm for Deep Multi-View Stereo based on Binary Decisions. BMVC 2021
ACMH993.80 5967.92 1791106.11 189553.33 180494.00 175534.00 1793581.00 207136.00 1881585.00 203478.00 1831871.00 20690.00 161839.00 1981460.00 206260.00 186287.00 181
Qingshan Xu and Wenbing Tao: Multi-Scale Geometric Consistency Guided Multi-View Stereo. CVPR 2019
PVSNet1207.94 6829.56 174937.18 177506.69 178645.55 197585.72 1912477.98 200130.52 1871578.29 202509.50 1841460.01 200194.90 190637.19 1931170.78 203267.07 189297.17 182
ACMP1246.57 71086.24 1871235.17 191639.45 187596.53 179639.91 1973904.24 210152.04 1941851.54 207566.58 1921997.95 208138.50 173938.30 2021605.46 208303.70 195340.14 188
Qingshan Xu and Wenbing Tao: Planar Prior Assisted PatchMatch Multi-View Stereo. AAAI 2020
ACMM1311.08 81165.06 1911332.72 194662.07 191584.90 177715.99 2024373.59 214153.99 1961880.27 208709.02 2022316.97 210188.63 187939.89 2031484.30 207302.78 194330.34 187
Qingshan Xu and Wenbing Tao: Multi-Scale Geometric Consistency Guided Multi-View Stereo. CVPR 2019
PVSNet_01661.03 9968.54 1801066.82 188673.70 193706.94 200695.69 2002669.02 205153.52 1952108.17 211605.54 1931679.14 203213.26 198886.75 2011236.76 205229.01 184438.67 198
OpenMVS_ROBcopyleft1936.51 101959.51 2002224.88 2041163.39 2111253.91 2191434.22 2257065.71 224272.76 2042472.29 2151647.54 2493538.72 221200.37 1911496.48 2202575.17 221997.45 239559.48 201
COLMAP_ROBcopyleft2144.59 111658.33 1981869.33 2001025.33 2081030.00 2171023.00 2215311.00 217359.00 2143044.00 218937.00 2092892.00 217332.00 2081440.00 2192312.00 218607.00 203613.00 204
Johannes L. Schönberger, Enliang Zheng, Marc Pollefeys, Jan-Michael Frahm: Pixelwise View Selection for Unstructured Multi-View Stereo. ECCV 2016
DeepC-MVS_fast2190.19 121535.59 1971886.82 201481.89 175847.73 204830.16 2087943.84 234189.23 2012398.83 214691.73 2012341.13 211209.16 196230.25 1591999.25 216360.46 197385.25 195
Andreas Kuhn, Christian Sormann, Mattia Rossi, Oliver Erdler, Friedrich Fraundorfer: DeepC-MVS: Deep Confidence Prediction for Multi-View Stereo Reconstruction. 3DV 2020
OpenMVScopyleft2352.88 132263.08 2042530.89 2071459.67 2211767.00 2351591.00 2307932.00 233399.00 2203643.00 2221176.00 2223569.00 222297.00 2031927.00 2293302.00 226693.00 215861.00 223
3Dnovator2482.06 142531.17 2092839.56 2121606.00 2231732.00 2311557.00 2298375.00 237483.00 2324370.00 2311371.00 2324200.00 226350.00 2102207.00 2343877.00 233798.00 2271054.00 244
CMPMVSbinary2623.62 151983.08 2012156.14 2031463.89 2221414.80 2241517.00 2275239.20 216867.40 2583310.30 2201128.70 2213489.90 220366.75 2132030.20 2332427.60 2191160.60 252844.46 222
M. Jancosek, T. Pajdla: Multi-View Reconstruction Preserving Weakly-Supported Surfaces. CVPR 2011
PLCcopyleft2858.82 162192.92 2032474.00 2061349.67 2141407.00 2231356.00 2247164.00 225475.00 2313970.00 2251237.00 2263765.00 224451.00 2191891.00 2273006.00 224791.00 226802.00 214
Jie Liao, Yanping Fu, Qingan Yan, Chunxia xiao: Pyramid Multi-View Stereo with Local Consistency. Pacific Graphics 2019
3Dnovator+3414.41 173146.67 2183537.00 2211975.67 2342310.00 2492005.00 25210100.00 253626.00 2515753.00 2411803.00 2525179.00 240487.00 2212622.00 2454550.00 2421025.00 2471300.00 251
DeepPCF-MVS3452.42 182670.71 2133021.57 2151618.12 2242377.67 2511751.39 2438915.70 240567.44 2464569.74 2331236.84 2254615.63 231513.23 2232291.32 2353515.48 230882.39 232811.66 216
DeepC-MVS3917.13 193155.06 2193601.83 2221814.72 2322515.52 2541941.53 24810432.50 255589.42 2474789.45 2341298.65 2287677.31 256578.35 2302589.53 2413611.78 232923.52 235913.10 228
Andreas Kuhn, Christian Sormann, Mattia Rossi, Oliver Erdler, Friedrich Fraundorfer: DeepC-MVS: Deep Confidence Prediction for Multi-View Stereo Reconstruction. 3DV 2020
PCF-MVS4335.85 202272.23 2052597.03 2081297.84 2131701.20 2271332.37 2238105.11 235451.45 2274031.84 2261099.10 2203966.50 225467.45 2201734.05 2232701.68 223848.94 230827.11 220
Andreas Kuhn, Shan Lin, Oliver Erdler: Plane Completion and Filtering for Multi-View Stereo Reconstruction. GCPR 2019
TAPA-MVS6309.84 213374.90 2223806.99 2252078.63 2392535.47 2552499.25 2638816.16 239456.05 2286255.60 2471664.52 2506704.88 246629.95 2362768.38 2486343.93 259856.35 231968.25 235
Andrea Romanoni, Matteo Matteucci: TAPA-MVS: Textureless-Aware PAtchMatch Multi-View Stereo. ICCV 2019
MVEpermissive10021.00 2210550.67 24610002.44 24912195.33 2636242.00 2728768.00 27430896.00 2704451.00 27610331.00 2746247.00 26918296.00 273283.00 20221484.00 2777364.00 2625912.00 2696334.00 267
Simon Fuhrmann, Fabian Langguth, Michael Goesele: MVE - A Multi-View Reconstruction Environment. EUROGRAPHICS Workshops on Graphics and Cultural Heritage (2014)
LTVRE_ROB20565.47 2323378.08 24822805.00 25125097.33 26415500.00 28119201.00 28242712.00 2726055.00 27738388.00 27816926.00 27838534.00 2757071.00 27135653.00 27829475.00 27710584.00 27720438.00 276
Andreas Kuhn, Heiko Hirschmüller, Daniel Scharstein, Helmut Mayer: A TV Prior for High-Quality Scalable Multi-View Stereo Reconstruction. International Journal of Computer Vision 2016
test_fmvsmvis_n_19200.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
dmvs_re10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
SDMVSNet10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
dmvs_testset10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
sd_testset10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_fmvsm_n_19200.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_cas_vis1_n_19200.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_vis1_n_19200.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_vis1_n0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_fmvs1_n0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
mvsany_test10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
APD_test10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_vis1_rt0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_vis3_rt0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_fmvs20.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_fmvs10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_fmvs30.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
mvsany_test30.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
testf10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
APD_test20.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test_f0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
FE-MVS207.10 140234.26 142125.61 148180.34 157153.23 158635.64 16130.05 155378.38 157127.68 156377.08 15448.95 156154.43 156266.67 15563.56 15269.18 153
FA-MVS(test-final)261.15 141293.29 143164.72 149236.23 160199.99 161800.05 16642.35 160475.87 159155.47 157470.67 15658.49 157205.24 158319.44 15681.03 15588.93 154
iter_conf_final10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
bld_raw_dy_0_6410000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
patch_mono-210000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
EGC-MVSNET2819.75 2153096.89 2181988.33 2363105.00 2662241.00 2559480.00 245640.00 2524209.00 2271583.00 2424740.00 233547.00 2282797.00 2492644.00 222924.00 236927.00 230
test250610000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test111110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ECVR-MVScopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_blank10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
tt080510000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
DVP-MVS++3981.10 2304731.32 2351730.42 2282191.51 2471949.98 24916473.90 266355.33 2127172.90 2591622.98 2477879.79 257434.33 2172428.11 2395762.12 248689.04 211813.18 217
FOURS12643.17 2562465.14 25813996.40 261493.26 2337619.38 2622107.24 255
MSC_two_6792asdad2237.56 2402643.17 2562465.14 258493.26 2333088.29 2566075.14 2551078.39 2481159.26 246
PC_three_14527619.38 2622107.24 2557416.93 253610.24 2333088.29 2566075.14 2551078.39 2481159.26 246
No_MVS2237.56 2402643.17 2562465.14 258493.26 2333088.29 2566075.14 2551078.39 2481159.26 246
test_one_06012643.17 2562465.14 258493.26 2337619.38 2622107.24 2557416.93 253610.24 233
eth-test21.42 74
eth-test10000000.00 288
GeoE19.41 11622.09 11811.37 12117.21 13211.30 13050.50 1344.30 11233.60 13111.70 13044.50 1317.30 11718.90 13122.60 1297.10 1173.90 104
test_method18.29 11520.89 11710.50 12015.00 13013.00 13255.00 1353.00 11134.00 13211.50 12832.50 1265.00 10613.50 12927.00 1305.00 1065.00 106
Anonymous2024052110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
h-mvs330.30 260.30 270.30 310.30 380.30 380.30 380.30 390.30 380.30 370.30 350.30 370.30 380.30 360.30 360.30 36
hse-mvs20.30 260.30 270.30 310.30 380.30 380.30 380.30 390.30 380.30 370.30 350.30 370.30 380.30 360.30 360.30 36
CL-MVSNet_self_test0.30 260.30 270.30 310.30 380.30 380.30 380.30 390.30 380.30 370.30 350.30 370.30 380.30 360.30 360.30 36
KD-MVS_2432*16001.30 591.30 601.30 651.30 721.30 731.30 711.30 741.30 721.30 711.30 691.30 711.30 721.30 701.30 701.30 70
KD-MVS_self_test0.60 470.60 470.60 510.60 580.60 580.60 590.60 590.60 580.60 570.60 550.60 570.60 580.60 550.60 570.60 56
AUN-MVS0.30 260.30 270.30 310.30 380.30 380.30 380.30 390.30 380.30 370.30 350.30 370.30 380.30 360.30 360.30 36
ZD-MVS1584.00 2251821.00 247378.00 2173721.00 2231231.00 2241833.00 205321.00 2071224.00 2172103.00 217692.00 214
SR-MVS-dyc-post11.55 11311.55 11511.55 12211.55 12911.55 13111.55 12811.55 13711.55 12911.55 12911.55 12411.55 13111.55 12811.55 12611.55 12911.55 128
RE-MVS-def610.10 157610.10 183610.10 195610.10 159610.10 248610.10 165610.10 195610.10 162610.10 231610.10 166610.10 204610.10 202
SED-MVS4062.74 2334671.13 2342237.56 2402643.17 2562465.14 25813996.40 261493.26 2337619.38 2622107.24 2557416.93 253610.24 2333088.29 2566075.14 2551078.39 2481159.26 246
IU-MVS2725.60 2612598.35 264515.86 2417016.02 2552363.85 2595973.88 2511620.04 2601732.56 256
OPU-MVS2451.45 2482725.60 2612598.35 2649203.30 2416894.28 247887.23 2513023.43 2525973.88 2511620.04 2601732.56 256
test_241102_TWO515.86 2417016.02 2552363.85 2596894.28 247887.23 2513023.43 2525973.88 2511620.04 2601732.56 256
test_241102_ONE2725.60 2612598.35 264515.86 2417016.02 2552363.85 2596894.28 247887.23 2513023.43 252
SF-MVS0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
cl2210000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
miper_ehance_all_eth10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
miper_enhance_ethall10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ZNCC-MVS9999.00 2399999.00 2429999.00 2569999.00 2749999.00 2759999.00 2469999.00 2799999.00 2679999.00 2719999.00 2649999.00 2729999.00 2699999.00 2689999.00 2709999.00 268
dcpmvs_210000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
cl____10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
DIV-MVS_self_test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
eth_miper_zixun_eth10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
9.140.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
uanet_test1000.00 1831000.00 1821000.00 2041000.00 2131000.00 2171000.00 1711000.00 2671000.00 1791000.00 2131000.00 1791000.00 2591000.00 2091000.00 1881000.00 2431000.00 240
DCPMVS10000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
save fliter0.00 10.00 10.00 10.00 10.00 1
ET-MVSNet_ETH3D10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
UniMVSNet_ETH3D10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
EIA-MVS0.62 480.62 490.62 520.62 590.62 590.62 600.62 600.62 590.62 580.62 560.62 580.62 590.62 560.62 580.62 57
miper_refine_blended1.30 591.30 601.30 651.30 721.30 731.30 711.30 741.30 721.30 711.30 691.30 711.30 721.30 701.30 701.30 70
miper_lstm_enhance10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ETV-MVS0.62 480.62 490.62 520.62 590.62 590.62 600.62 600.62 590.62 580.62 560.62 580.62 590.62 560.62 580.62 57
CS-MVS0.62 480.62 490.62 520.62 590.62 590.62 600.62 600.62 590.62 580.62 560.62 580.62 590.62 560.62 580.62 57
D2MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
DVP-MVScopyleft3981.10 2304731.32 2351730.42 2282191.51 2471949.98 24916473.90 266355.33 2127172.90 2591622.98 2477879.79 257434.33 2172428.11 2395762.12 248689.04 211813.18 217
Zhenlong Yuan, Jinguo Luo, Fei Shen, Zhaoxin Li, Cong Liu, Tianlu Mao, Zhaoqi Wang: DVP-MVS: Synergize Depth-Edge and Visibility Prior for Multi-View Stereo. AAAI2025
test_0728_THIRD5016.02 2371363.85 2294894.28 235387.23 2142023.43 2303973.88 234620.04 206732.56 211
test_0728_SECOND1451.45 2191725.60 2281598.35 2319203.30 241315.86 2082023.43 2303973.88 234620.04 206732.56 211
test07261725.60 2281598.35 2319203.30 241315.86 2085016.02 2371363.85 2294894.28 235387.23 214
SR-MVS610.10 155610.10 157610.10 186610.10 183610.10 195610.10 159610.10 248610.10 165610.10 195610.10 162610.10 231610.10 189610.10 166610.10 204610.10 202
DPM-MVS3268.00 2203762.89 2231783.33 2301756.00 2331806.00 24512319.00 257307.00 2066319.00 2481557.00 2405763.00 241302.00 2052609.00 2435061.00 245482.00 201935.00 231
GST-MVS4000.00 2324533.33 2332400.00 2432400.00 2522400.00 2577200.00 2262400.00 2757200.00 2612400.00 2637200.00 2512400.00 2692400.00 2387200.00 2612400.00 2662400.00 265
test_yl10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
thisisatest053010000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Anonymous2024052910000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Anonymous20240521110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
DCV-MVSNet10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
tttt051710000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
our_test_310000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
thisisatest051510000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ppachtmachnet_test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
SMA-MVScopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Yufeng Yin; Xiaoyan Liu; Zichao Zhang: SMA-MVS: Segmentation-Guided Multi-Scale Anchor Deformation Patch Multi-View Stereo. IEEE Transactions on Circuits and Systems for Video Technology
GSMVS10000000.00 282
DPE-MVScopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Kehua Chen, Zhenlong Yuan, Tianlu Mao, Zhaoqi Wang: Dual-Level Precision Edges Guided Multi-View Stereo with Accurate Planarization. AAAI2025
test_part210000000.00 28810000000.00 28910000000.00 285
thres100view90010000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
tfpnnormal10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
tfpn200view910000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
c3_l10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
CHOSEN 280x4202340.81 2062643.03 2091434.14 2152025.55 2441629.36 2346542.40 221412.49 2214219.70 2281547.02 2374328.52 227650.74 2381798.26 2243333.17 227727.72 217874.79 224
CANet110.62 125124.04 12770.34 13282.03 14174.27 144325.54 14425.25 142207.16 14069.28 142194.38 13727.53 13895.79 146147.76 14037.43 13540.97 145
Fast-Effi-MVS+-dtu0.44 440.44 450.44 490.44 560.44 560.44 560.44 570.44 560.44 550.44 530.44 550.44 560.44 540.44 540.44 54
Effi-MVS+-dtu0.59 460.61 480.53 500.68 640.53 570.53 570.68 650.68 640.53 560.53 540.68 630.53 570.68 620.53 550.53 55
CANet_DTU110.62 125124.04 12770.34 13282.03 14174.27 144325.54 14425.25 142207.16 14069.28 142194.38 13727.53 13895.79 146147.76 14037.43 13540.97 145
MVS_03040.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
MP-MVS-pluss833433.63 2521111219.60 25875.70 13574.28 13973.29 142284.50 14011.35 135238.58 14465.86 140255.35 15214.55 133115.69 15410000000.00 28431.94 13338.12 139
MP-MVS-pluss: MP-MVS-pluss. MP-MVS-pluss
MSP-MVS4296.20 2344911.12 2382451.45 2482725.60 2612598.35 26416203.30 265515.86 2417016.02 2552363.85 2596894.28 247887.23 2513023.43 2525973.88 2511620.04 2601732.56 256
Zhenlong Yuan, Cong Liu, Fei Shen, Zhaoxin Li, Jingguo luo, Tianlu Mao and Zhaoqi Wang: MSP-MVS: Multi-granularity Segmentation Prior Guided Multi-View Stereo. AAAI2025
sam_mvs110000000.00 28510000000.00 282
sam_mvs10000000.00 285
IterMVS-SCA-FT10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
TSAR-MVS + MP.3528.01 2234065.89 2301914.35 2332349.10 2502141.30 25412362.70 259417.60 2256717.80 2541759.40 2516497.50 244518.18 2242629.38 2465164.32 247806.40 228972.38 236
Zhenlong Yuan, Jiakai Cao, Zhaoqi Wang, Zhaoxin Li: TSAR-MVS: Textureless-aware Segmentation and Correlative Refinement Guided Multi-View Stereo. Pattern Recognition
xiu_mvs_v1_base_debu10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
OPM-MVS3268.00 2203762.89 2231783.33 2301756.00 2331806.00 24512319.00 257307.00 2066319.00 2481557.00 2405763.00 241302.00 2052609.00 2435061.00 245482.00 201935.00 231
Ray L. Khuboni, Hongjun Xu: Octagram Propagation Matching for Multi-Scale View Stereopsis (OPM-MVS).
ACMMP_NAP118.81 128133.18 13075.70 13574.28 13973.29 142284.50 14011.35 135238.58 14465.86 140255.35 15214.55 133115.69 154222.18 15431.94 13338.12 139
ambc999.00 201999.00 210999.00 214999.00 168999.00 264999.00 210999.00 176999.00 256999.00 206999.00 185999.00 240999.00 237
MTGPAbinary10000000.00 291
CS-MVS-test0.62 480.62 490.62 520.62 590.62 590.62 600.62 600.62 590.62 580.62 560.62 580.62 590.62 560.62 580.62 57
Effi-MVS+0.58 450.56 460.62 520.53 570.62 590.53 570.53 580.53 570.62 580.62 560.53 560.62 590.62 560.53 550.62 57
xiu_mvs_v2_base10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
xiu_mvs_v1_base10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
new-patchmatchnet766.12 162859.03 167487.38 177595.68 178536.14 1802346.27 191142.51 1911488.08 193422.43 1721361.32 192163.65 177628.60 1911003.74 192207.61 174297.41 183
pmmvs610000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
pmmvs510000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_post110000000.00 27910000000.00 28210000000.00 28510000000.00 28510000000.00 284
test_post10000000.00 28210000000.00 28510000000.00 285
Fast-Effi-MVS+0.41 430.40 320.41 480.41 550.41 550.41 550.35 440.41 550.41 540.41 520.41 540.41 550.41 530.41 530.41 53
patchmatchnet-post10000000.00 28210000000.00 28510000000.00 285
Anonymous2023121110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
pmmvs-eth3d10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
GG-mvs-BLEND596.01 184611.29 185600.33 192790.30 163513.12 239552.71 188567.40 157662.54 243531.67 173503.93 160779.80 221656.02 205
xiu_mvs_v1_base_debi10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
Anonymous2023120610000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
MTAPA833442.10 2531111233.77 25967.09 13165.59 13864.81 141284.50 14010000000.00 291219.97 14359.62 139229.89 14712.72 132103.00 152203.67 15327.93 13233.46 131
MTMP10000000.00 27910000000.00 291
gm-plane-assit611.29 185600.33 192579.21 161567.40 157531.67 173503.93 160
test9_res0.00 10.00 10.00 1
MVP-Stereo473.58 148533.67 150293.33 154376.00 166318.00 1641461.00 18096.00 168835.00 171290.00 164804.00 16997.00 164383.00 166688.00 175156.00 159179.00 163
Qingsong Yan: MVP-Stereo: A Parallel Multi-View Patchmatch Stereo Method with Dilation Matching for Photogrammetric Application.
TEST90.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
train_agg0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
gg-mvs-nofinetune594.69 154605.37 156562.67 181617.29 189500.33 178772.30 162413.12 224579.21 161552.71 188567.40 157662.54 243531.67 173503.93 160779.80 221656.02 205
SCA10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Patchmatch-test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_80.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
MS-PatchMatch473.58 148533.67 150293.33 154376.00 166318.00 1641461.00 18096.00 168835.00 171290.00 164804.00 16997.00 164383.00 166688.00 175156.00 159179.00 163
Patchmatch-RL test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
cdsmvs_eth3d_5k10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
pcd_1.5k_mvsjas10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
agg_prior20.00 10.00 10.00 1
agg_prior0.00 10.00 10.00 10.00 10.00 1
tmp_tt371.08 143412.78 145246.00 152231.00 159197.00 1601293.00 179376.00 216756.00 169609.00 19471.00 132106.00 168195.00 157102.00 138171.00 166346.00 190
canonicalmvs10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
anonymousdsp10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
alignmvs2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
nrg0302.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
v1441920.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
FIs10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
v19219200.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
UA-Net10000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
v11920.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
FC-MVSNet-test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
v11440.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
sosnet-low-res10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
HFP-MVS0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
v1480.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
sosnet1000.00 1831000.00 1821000.00 2041000.00 2131000.00 2171000.00 1711000.00 2671000.00 1791000.00 2131000.00 1791000.00 2591000.00 2091000.00 1881000.00 2431000.00 240
uncertanet10000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
AllTest10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
TestCases10000000.00 27110000000.00 28810000000.00 28910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
v7n0.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
region2R0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
iter_conf0510000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
RRT_MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
PS-MVSNAJss10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
PS-MVSNAJ10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
jajsoiax10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
mvs_tets10.28 10310.28 10510.28 11010.28 11810.28 12010.28 11810.28 12510.28 11910.28 11810.28 11410.28 12010.28 11810.28 11610.28 11910.28 118
EI-MVSNet-UG-set1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
EI-MVSNet-Vis-set1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
HPM-MVS++copyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_prior40.00 10.00 1
XVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
v12400.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
pm-mvs110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_prior20.00 10.00 10.00 10.00 10.00 10.00 10.00 1
X-MVStestdata10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_prior0.00 10.00 10.00 10.00 10.00 10.00 1
旧先验20.00 10.00 10.00 10.00 10.00 1
新几何20.00 1
新几何10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
旧先验10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
无先验0.00 10.00 10.00 10.00 10.00 10.00 1
原ACMM20.00 1
原ACMM10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
test2220.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
testdata20.00 10.00 1
segment_acmp0.00 1
testdata0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
testdata10.00 10.00 1
v80.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
13140.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
LFMVS2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
VDD-MVS2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
VDDNet2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
v100.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
VPNet2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
MVS0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
v2v4820.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
V420.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
SD-MVS2654.53 2123055.56 2171451.45 2191725.60 2281598.35 2319203.30 241315.86 2085016.02 2371363.85 2294894.28 235387.23 2142023.43 2303973.88 234620.04 206732.56 211
Zhenlong Yuan, Jiakai Cao, Zhaoxin Li, Hao Jiang and Zhaoqi Wang: SD-MVS: Segmentation-driven Deformation Multi-View Stereo with Spherical Refinement and EM optimization. AAAI2024
GA-MVS0.40 310.40 320.40 360.40 430.40 430.40 430.40 450.40 430.40 420.40 400.40 420.40 430.40 410.40 410.40 41
MSLP-MVS++1242.93 1921411.08 195738.48 197712.71 201712.68 2014168.17 212136.50 1892276.40 213613.28 1972368.60 213161.61 1761130.38 2161964.54 215297.88 192372.39 193
APDe-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
APD-MVS_3200maxsize10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ADS-MVSNet2443.33 146482.84 147324.79 160434.94 173387.73 1701110.57 17587.69 165887.02 173282.92 161779.29 16698.57 166422.76 169502.40 158162.19 164163.87 159
EI-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
Regformer1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
CVMVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
pmmvs410000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
EU-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
VNet2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
test-LLR10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
TESTMET0.1,110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test-mter10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
VPA-MVSNet2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
ACMMPR1296.60 1941480.82 197743.96 198899.25 207763.47 2054305.47 213143.90 1922530.94 216683.99 1992346.34 212201.65 1931098.25 2141920.59 214295.21 191370.16 192
testgi10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test20.0310000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
thres600view710000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ADS-MVSNet443.33 146482.84 147324.79 160434.94 173387.73 1701110.57 17587.69 165887.02 173282.92 161779.29 16698.57 166422.76 169502.40 158162.19 164163.87 159
MP-MVScopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Rongxuan Tan, Qing Wang, et al.: MP-MVS: Multi-Scale Windows PatchMatch and Planar Prior Multi-View Stereo.
testmvs10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
thres40010000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test12310000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
thres20010000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test0.0.03 110000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
pmmvs310000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
EMVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
E-PMN10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
PGM-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
LCM-MVSNet-Re0.89 550.89 560.89 600.89 670.89 670.89 670.89 680.89 670.89 660.89 640.89 660.89 670.89 650.89 650.89 65
LCM-MVSNet0.37 300.36 310.37 350.37 420.37 420.37 420.32 430.37 420.37 410.37 390.37 410.37 420.37 400.37 400.37 40
MCST-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
mvs_anonymous774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
MVS_Test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
MDA-MVSNet-bldmvs1.20 561.20 571.20 621.20 691.20 701.20 681.20 711.20 691.20 681.20 661.20 681.20 691.20 671.20 671.20 67
CDPH-MVS6.66 1026.66 1036.66 1086.66 1166.66 1166.66 1156.66 1226.66 1166.66 1146.66 1126.66 1166.66 1156.66 1136.66 1166.66 116
test120.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
casdiffmvspermissive774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
diffmvspermissive774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
baseline2774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
baseline1774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
YYNet11.20 561.20 571.20 621.20 691.20 701.20 681.20 711.20 691.20 681.20 661.20 681.20 691.20 671.20 671.20 67
PMMVS210000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
MDA-MVSNet_test_wron1.20 561.20 571.20 621.20 691.20 701.20 681.20 711.20 691.20 681.20 661.20 681.20 691.20 671.20 671.20 67
tpmvs501.65 151567.42 153304.33 157395.39 168356.32 1671512.04 183216.53 203994.15 176350.16 169804.16 171119.38 170380.98 163555.14 165159.87 162175.69 162
PM-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
HQP_MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
plane_prior710000000.00 28810000000.00 289
plane_prior610000000.00 28810000000.00 28910000000.00 285
plane_prior510000000.00 29110000000.00 28510000000.00 28410000000.00 28410000000.00 282
plane_prior410000000.00 282
plane_prior310000000.00 28910000000.00 28510000000.00 285
plane_prior210000000.00 27910000000.00 285
plane_prior110000000.00 288
plane_prior1.00 682.00 962.00 972.00 95
PS-CasMVS1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
UniMVSNet_NR-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
PEN-MVS1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
TransMVSNet (Re)1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
DTE-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
DU-MVS1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
UniMVSNet (Re)1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
CP-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
WR-MVS_H1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
WR-MVS1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
NR-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
Baseline_NR-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
TranMVSNet+NR-MVSNet1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
TSAR-MVS + GP.1386.84 1951622.84 199678.81 194952.13 209840.17 2095358.21 218170.75 1982650.47 217713.54 2032394.28 214209.42 197855.56 1991854.36 213302.42 193340.71 189
n214.20 138
nn1.42 76
mPP-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
door-mid1.42 76
XVG-OURS-SEG-HR999999.00 254999999.00 255999999.00 268999999.00 285999999.00 286999999.00 276999999.00 288999999.00 282999999.00 282999999.00 279999999.00 282999999.00 282999999.00 281999999.00 281999999.00 279
mvsmamba10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
MVSFormer1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
jason1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
jason: jason.
lupinMVS1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
test_djsdf1.42 611.42 621.42 671.42 741.42 751.42 731.42 761.42 741.42 731.42 711.42 731.42 741.42 721.42 721.42 72
HPM-MVS_fast10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
K. test v3877.74 176980.16 179570.46 1831316.85 222813.15 2072565.52 203103.78 1741509.49 201548.33 1871258.90 189219.93 199587.82 1881102.37 202196.30 171310.42 185
lessismore_v0569.20 182667.25 199644.68 19896.45 170428.86 1741514.17 201204.21 195756.58 1951061.60 194197.79 172306.34 184
SixPastTwentyTwo773.62 163869.37 169486.35 176603.45 180547.15 1892532.14 202106.92 1751434.95 192428.08 1731360.56 191165.15 178628.96 192984.09 184209.01 175282.94 180
OurMVSNet-221017-0999.00 181999.00 180999.00 201999.00 210999.00 214999.00 168999.00 264999.00 177999.00 210999.00 176999.00 256999.00 206999.00 185999.00 240999.00 237
HPM-MVScopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Chunlin Ren, Qingshan Xu, Shikun Zhang, Jiaqi Yang: Hierarchical Prior Mining for Non-local Multi-View Stereo. ICCV 2023
XVG-OURS999999.00 254999999.00 255999999.00 268999999.00 285999999.00 286999999.00 276999999.00 288999999.00 282999999.00 282999999.00 279999999.00 282999999.00 282999999.00 281999999.00 281999999.00 279
XVG-ACMP-BASELINE999999.00 254999999.00 255999999.00 268999999.00 285999999.00 286999999.00 276999999.00 288999999.00 282999999.00 282999999.00 279999999.00 282999999.00 282999999.00 281999999.00 281999999.00 279
casdiffmvs_mvgpermissive774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
LPG-MVS_test10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
LGP-MVS_train10000000.00 27110000000.00 28810000000.00 28910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
baseline774.90 164882.28 170452.77 166636.50 190537.20 1812348.80 192120.30 1781504.30 194474.40 1761371.10 193186.90 180564.70 1791078.90 195219.30 176256.40 170
test111.00 69
door99.00 172
EPNet_dtu10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Wanjuan Su, Wenbing Tao: Efficient Edge-Preserving Multi-View Stereo Network for Depth Estimation. AAAI 2023
CHOSEN 1792x26882340.81 2062643.03 2091434.14 2152025.55 2441629.36 2346542.40 221412.49 2214219.70 2281547.02 2374328.52 227650.74 2381798.26 2243333.17 227727.72 217874.79 224
EPNet10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Wanjuan Su, Wenbing Tao: Efficient Edge-Preserving Multi-View Stereo Network for Depth Estimation. AAAI 2023
HQP5-MVS10000000.00 289
HQP-NCC10000000.00 28810000000.00 27910000000.00 28510000000.00 285
ACMP_Plane10000000.00 28810000000.00 27910000000.00 28510000000.00 285
APD-MVScopyleft1000000000.00 3631000000000.00 3661000000000.00 3791000000000.00 4041000000000.00 4031000000000.00 3901000000000.00 4041000000000.00 3971000000000.00 3981000000000.00 3951000000000.00 4001000000000.00 3981000000000.00 3961000000000.00 3961000000000.00 394
Yuesong Wang, Zhaojie Zeng and etc.: Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo. CVPR2023
BP-MVS10000000.00 284
HQP4-MVS10000000.00 28510000000.00 28510000000.00 282
HQP3-MVS10000000.00 29110000000.00 284
HQP2-MVS10000000.00 285
CNVR-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
NCCC10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
114514_t99999.00 25099999.00 25399999.00 26699999.00 28399999.00 28499999.00 27499999.00 28699999.00 28099999.00 28099999.00 27799999.00 28099999.00 28099999.00 27999999.00 27999999.00 277
CP-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
DSMNet-mixed131.33 136143.00 13896.33 14799.00 14681.00 147201.00 13745.00 161335.00 15699.00 155251.00 15138.00 151110.00 153120.00 13999.00 15698.00 155
tpm23617.85 2244007.23 2262449.73 2442012.71 2401698.05 2397351.19 227869.29 2596132.06 2431588.28 2438007.42 2591281.09 2653888.11 2637472.04 2631351.00 2541763.02 260
NP-MVS10000000.00 28810000000.00 28910000000.00 282
EG-PatchMatch MVS437.03 145493.12 149268.77 153264.80 161260.20 1631491.80 18298.00 171723.20 168238.80 159722.40 16563.10 158382.00 164629.00 168207.00 173164.10 161
tpm cat13617.85 2244007.23 2262449.73 2442012.71 2401698.05 2397351.19 227869.29 2596132.06 2431588.28 2438007.42 2591281.09 2653888.11 2637472.04 2631351.00 2541763.02 260
SteuartSystems-ACMMP2891.50 2173284.78 2201711.67 2271954.00 2381655.00 23710117.00 254445.00 2265102.00 2401375.00 2335126.00 239351.00 2112638.00 2474402.00 241691.00 213842.00 221
Skip Steuart: Steuart Systems R&D Blog.
CostFormer3617.85 2244007.23 2262449.73 2442012.71 2401698.05 2397351.19 227869.29 2596132.06 2431588.28 2438007.42 2591281.09 2653888.11 2637472.04 2631351.00 2541763.02 260
CR-MVSNet612.36 156617.81 159596.01 184611.29 185600.33 192790.30 163513.12 239579.21 161552.71 188567.40 157662.54 243531.67 173503.93 160779.80 221656.02 205
JIA-IIPM804.30 172835.64 165710.26 195885.90 205895.90 212455.98 157668.73 2531297.17 1881002.26 2171001.67 183655.98 241756.98 196667.90 172885.21 233477.90 199
Patchmtry1090.75 1881198.88 190766.38 1991290.90 220485.90 1762423.98 1991267.30 2711297.17 188923.90 207923.40 1741215.54 264990.23 204667.90 172779.80 221823.02 219
PatchT856.34 175860.99 168842.38 2001290.90 220880.90 210790.30 1631267.30 271579.21 161923.90 207567.40 157662.54 243990.23 204887.56 180779.80 221656.02 205
tpmrst2557.50 2102847.12 2131688.66 2261784.08 2361778.25 2447445.50 231342.14 2114471.54 2321534.55 2364382.10 230530.10 2262361.21 2374142.81 237991.22 238926.51 229
BH-w/o40.00 11740.00 11940.00 12540.00 13340.00 13440.00 13040.00 15640.00 13340.00 13340.00 12740.00 15240.00 13340.00 13140.00 14540.00 141
tpm3617.85 2244007.23 2262449.73 2442012.71 2401698.05 2397351.19 227869.29 2596132.06 2431588.28 2438007.42 2591281.09 2653888.11 2637472.04 2631351.00 2541763.02 260
DELS-MVS514.57 152587.73 155295.12 156343.03 163328.09 1661540.48 184116.22 177988.59 175325.44 167906.22 173119.86 171365.72 162788.60 177161.09 163191.55 166
Christian Sormann, Emanuele Santellani, Mattia Rossi, Andreas Kuhn, Friedrich Fraundorfer: DELS-MVS: Deep Epipolar Line Search for Multi-View Stereo. Winter Conference on Applications of Computer Vision (WACV), 2023
BH-untuned40.00 11740.00 11940.00 12540.00 13340.00 13440.00 13040.00 15640.00 13340.00 13340.00 12740.00 15240.00 13340.00 13140.00 14540.00 141
RPMNet787.26 171829.13 164661.63 190885.90 205895.90 212455.98 157610.10 2481297.17 1881002.26 2171001.67 183655.98 241611.10 190667.90 172885.21 233477.90 199
MVSTER890.06 1771005.91 186542.52 179736.13 202653.90 1992616.56 204145.22 1931692.10 205555.69 1911554.72 202266.25 200660.02 1941219.66 204266.84 188313.64 186
CPTT-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
GBi-Net44.67 12149.24 12330.96 12447.53 13747.57 138126.09 1368.00 12376.99 13726.09 13273.50 13311.27 13030.55 13261.12 13512.58 13014.75 129
PVSNet_Blended_VisFu136.90 137155.40 13981.40 144111.00 15496.20 148407.00 15425.90 145251.60 14685.10 152240.50 14837.00 14899.90 149199.80 15040.70 14948.10 148
PVSNet_BlendedMVS136.90 137155.40 13981.40 144111.00 15496.20 148407.00 15425.90 145251.60 14685.10 152240.50 14837.00 14899.90 149199.80 15040.70 14948.10 148
UnsupCasMVSNet_eth5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
UnsupCasMVSNet_bld5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
PVSNet_Blended136.90 137155.40 13981.40 144111.00 15496.20 148407.00 15425.90 145251.60 14685.10 152240.50 14837.00 14899.90 149199.80 15040.70 14948.10 148
FMVSNet5124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
test1124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
new_pmnet88.14 12398.62 12456.70 12998.14 14456.07 139246.79 13815.37 140148.06 13850.77 137143.13 13423.35 13662.65 13793.26 13668.71 15351.38 151
FMVSNet3124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
dp87.20 122113.80 1267.42 10910.50 1288.88 117298.82 1432.70 110510.35 1607.79 115172.93 1363.37 1059.16 11614.00 1273.71 1054.23 105
FMVSNet2124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
FMVSNet1124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
N_pmnet88.14 12398.62 12456.70 12998.14 14456.07 139246.79 13815.37 140148.06 13850.77 137143.13 13423.35 13662.65 13793.26 13668.71 15351.38 151
cascas2.00 842.00 852.00 902.00 982.00 982.00 962.00 1012.00 972.00 962.00 942.00 962.00 972.00 952.00 952.00 95
BH-RMVSNet40.00 11740.00 11940.00 12540.00 13340.00 13440.00 13040.00 15640.00 13340.00 13340.00 12740.00 15240.00 13340.00 13140.00 14540.00 141
UGNet110.62 125124.04 12770.34 13282.03 14174.27 144325.54 14425.25 142207.16 14069.28 142194.38 13727.53 13895.79 146147.76 14037.43 13540.97 145
Wanjuan Su, Qingshan Xu, Wenbing Tao: Uncertainty-guided Multi-view Stereo Network for Depth Estimation. IEEE Transactions on Circuits and Systems for Video Technology, 2022
WTY-MVS5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
XXY-MVS15.00 11415.00 11615.00 12315.00 13015.00 13315.00 12915.00 13915.00 13015.00 13115.00 12515.00 13515.00 13015.00 12815.00 13115.00 130
EC-MVSNet0.62 480.62 490.62 520.62 590.62 590.62 600.62 600.62 590.62 580.62 560.62 580.62 590.62 560.62 580.62 57
sss5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
Test_1112_low_res5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
1112_ss5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
ab-mvs-re5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
ab-mvs5.90 935.90 945.90 995.90 1075.90 1075.90 1065.90 1135.90 1075.90 1055.90 1035.90 1075.90 1065.90 1045.90 1075.90 107
TR-MVS40.00 11740.00 11940.00 12540.00 13340.00 13440.00 13040.00 15640.00 13340.00 13340.00 12740.00 15240.00 13340.00 13140.00 14540.00 141
MDTV_nov1_ep13_2view9.99 1189.99 1169.99 1179.99 1169.99 1189.99 1149.99 117
MDTV_nov1_ep139.99 1049.99 1179.99 1189.99 1169.99 1249.99 1179.99 1169.99 1139.99 1189.99 1179.99 1149.99 118
MIMVSNet1124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
MIMVSNet124.76 129140.93 13176.26 137107.44 147100.17 151329.88 14727.12 148259.44 14974.30 145204.34 14030.74 14192.41 139196.98 14338.15 13836.19 132
IterMVS-LS758.94 161856.56 166466.10 174606.60 181546.80 1882309.90 190122.20 1851402.80 191463.50 1751348.20 190192.60 189574.60 1871028.60 193234.60 185276.90 179
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Marc Pollefeys: IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo.
CDS-MVSNet0.88 530.88 540.88 580.88 650.88 650.88 650.88 660.88 650.88 640.88 620.88 640.88 650.88 630.88 630.88 63
Khang Truong Giang, Soohwan Song, Sungho Jo: Curvature-guided dynamic scale networks for Multi-view Stereo. ICLR 2022
ACMMP++_ref10000000.00 284
IterMVS615.05 157691.66 160385.23 164516.40 176454.80 1751863.80 186102.10 1731142.20 185364.10 1701093.20 187135.00 172480.40 172826.90 178181.20 167220.50 168
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Marc Pollefeys: IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo.
DP-MVS Recon516.25 153581.17 154321.48 159361.02 164429.00 1741995.36 18878.48 163796.20 170283.32 163796.02 16896.78 163382.98 165636.72 170186.66 170152.46 157
MVS_111021_LR1136.45 1901298.72 193649.64 188756.17 203726.26 2033785.94 208138.15 1902190.64 212629.63 1982064.39 209165.45 179874.83 2001678.43 211279.70 190347.82 191
DP-MVS264.78 142296.02 144171.04 150191.70 158183.96 159827.10 16778.36 162438.24 158176.64 158435.12 15565.04 159230.52 160334.02 157117.96 15798.64 156
ACMMP++10000000.00 284
HQP-MVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
QAPM0.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 1
Vis-MVSNetpermissive2877.42 2163170.00 2191999.67 2371673.00 2262042.00 2538593.00 238474.00 2306452.00 2501268.00 2275125.00 238339.00 2093004.00 2514222.00 240384.00 198953.00 233
Jingyang Zhang, Yao Yao, Shiwei Li, Zixin Luo, Tian Fang: Visibility-aware Multiview Stereo Network. BMVC 2020
MVS-HIRNet2125.39 2022452.68 2051143.53 2102938.33 2651446.92 2266083.19 219391.74 2183801.71 2241202.10 2233439.72 219492.73 2221304.35 2183048.25 225676.32 209679.32 210
IS-MVSNet10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
HyFIR lowres test2340.81 2062643.03 2091434.14 2152025.55 2441629.36 2346542.40 221412.49 2214219.70 2281547.02 2374328.52 227650.74 2381798.26 2243333.17 227727.72 217874.79 224
EPMVS999.00 181999.00 180999.00 201999.00 210999.00 214999.00 168999.00 264999.00 177999.00 210999.00 176999.00 256999.00 206999.00 185999.00 240999.00 237
PAPM_NR10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
TAMVS0.88 530.88 540.88 580.88 650.88 650.88 650.88 660.88 650.88 640.88 620.88 640.88 650.88 630.88 630.88 63
PAPR10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
RPSCF394.81 144445.63 146242.35 151276.55 162253.63 1621207.27 17790.69 167715.56 167241.57 160684.87 164111.96 169320.02 161548.38 164133.81 158153.39 158
Vis-MVSNet (Re-imp)10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
test_04021110.00 1891260.00 192660.00 189900.00 208780.00 2063300.00 206210.00 2022040.00 210690.00 2001950.00 207300.00 204810.00 1971620.00 209330.00 196390.00 196
MVS_111021_HR3742.80 2284330.34 2311980.20 2352484.31 2532259.52 25614973.80 264515.90 2456500.13 2511949.21 2546146.89 243535.66 2272593.66 2424880.76 244986.37 2371087.43 245
CSCG826.03 173963.29 178414.24 165421.52 171426.11 1732230.35 189179.52 1991827.44 206733.43 205933.12 175281.25 201545.23 1771800.35 212262.64 187271.38 178
PatchMatch-RL10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
API-MVS4380.83 2354906.56 2372803.67 2513844.00 2683116.00 26913454.00 260901.00 2636511.00 2522794.00 2657365.00 252754.00 2473634.00 2616622.00 2601914.00 2651661.00 255
Test By Simon990.00 255
TDRefinement10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
USDC1000.00 1831000.00 1821000.00 2041000.00 2131000.00 2171000.00 1711000.00 2671000.00 1791000.00 2131000.00 1791000.00 2591000.00 2091000.00 1881000.00 2431000.00 240
EPP-MVSNet10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
PMMVS10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
PAPM10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
ACMMPcopyleft10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
Qingshan Xu, Weihang Kong, Wenbing Tao, Marc Pollefeys: Multi-Scale Geometric Consistency Guided and Planar Prior Assisted Multi-View Stereo. IEEE Transactions on Pattern Analysis and Machine Intelligence
CNLPA10738.67 24711772.44 2507637.33 2559120.00 2738206.00 27322252.00 2682010.00 27424984.00 2777458.00 27022596.00 2742940.00 27010260.00 27611100.00 2753492.00 2684446.00 266
PatchmatchNetpermissive492.52 150551.22 152316.40 158400.20 169357.90 1681277.10 178115.80 1761034.60 183315.90 166874.00 172155.10 174402.20 168629.50 169158.80 161189.10 165
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Pablo Speciale, Marc Pollefeys: PatchmatchNet: Learned Multi-View Patchmatch Stereo.
PHI-MVS99999.00 25099999.00 25399999.00 26699999.00 28399999.00 28499999.00 27499999.00 28699999.00 28099999.00 28099999.00 27799999.00 28099999.00 28099999.00 27999999.00 27999999.00 277
F-COLMAP1878.17 1992113.11 2021173.33 2121231.00 2181174.00 2226297.00 220392.00 2193356.00 2211087.00 2193082.00 218361.00 2121670.00 2212523.00 220689.00 210676.00 209
ANet_high10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
wuyk23d10000000.00 25710000000.00 26010000000.00 27110000000.00 28810000000.00 28910000000.00 27910000000.00 29110000000.00 28510000000.00 28510000000.00 28210000000.00 28510000000.00 28510000000.00 28410000000.00 28410000000.00 282
OMC-MVS5022.26 2365748.82 2392842.58 2524905.27 2703101.27 26814933.60 263812.24 2579278.40 2662959.29 2668800.17 2631092.24 2633806.30 2627568.54 2671389.60 2581620.18 254
MG-MVS1256.50 1931432.00 196730.00 196610.00 182760.00 2044720.00 215169.00 1971920.00 209723.00 2042510.00 216201.00 1921050.00 2131645.00 210390.00 199380.00 194
AdaColmapbinary2570.77 2112948.61 2141437.24 2181873.64 2371526.60 2287819.77 232373.97 2154970.45 2351479.29 2344648.46 232525.80 2251904.97 2284150.42 238695.69 216880.14 227
uanet10000.00 24010000.00 24310000.00 25710000.00 27510000.00 27610000.00 24710000.00 28010000.00 26810000.00 27210000.00 26510000.00 27310000.00 27010000.00 26910000.00 27110000.00 269
ITE_SJBPF2014.00 2381998.00 2391992.00 251701.00 2545989.00 2421812.00 2533612.00 223650.00 2372852.00 2504601.00 2431195.00 2531198.00 250
DeepMVS_CXcopyleft1.00 611.00 681.00 681.00 691.00 681.00 671.00 651.00 671.00 681.00 661.00 661.00 66
TinyColmap1000.00 1831000.00 1821000.00 2041000.00 2131000.00 2171000.00 1711000.00 2671000.00 1791000.00 2131000.00 1791000.00 2591000.00 2091000.00 1881000.00 2431000.00 240
MAR-MVS3973.16 2294387.92 2322728.86 2503345.27 2673341.39 27011403.90 256798.76 2566555.62 2532569.29 2646514.86 245834.97 2503237.43 2605891.08 2501577.54 2591607.76 252
Zhenyu Xu, Yiguang Liu, Xuelei Shi, Ying Wang, Yunan Zheng: MARMVS: Matching Ambiguity Reduced Multiple View Stereo for Efficient Large Scale Scene Reconstruction. CVPR 2020
LF4IMVS2699.50 2143049.67 2161649.00 2251755.00 2321689.00 2388330.00 236464.00 2294997.00 2361528.00 2354763.00 234568.00 2292296.00 2364215.00 239827.00 229962.00 234
MSDG32606.17 24934443.44 25227094.33 26529249.00 28225246.00 28351144.00 2736705.00 27842886.00 27922888.00 27948534.00 27613263.00 27937507.00 27979298.00 27816024.00 27818530.00 275
LS3D7684.71 2388776.23 2414410.16 2545298.55 2715631.53 27234329.90 2711504.57 27311554.00 2753896.41 26715111.00 272812.19 2485985.63 2683516.20 2312963.23 2671613.31 253
CLD-MVS7338.25 2378341.00 2404330.00 2534902.00 2694991.00 27123318.00 269728.00 25514437.00 2764378.00 26813379.00 271824.00 2495708.00 26711429.00 2761674.00 2642291.00 264
Zhaoxin Li, Wangmeng Zuo, Zhaoqi Wang, Lei Zhang: Confidence-based Large-scale Dense Multi-view Stereo. IEEE Transaction on Image Processing, 2020
FPMVS1407.00 1961495.59 1981141.23 209648.01 198893.85 2114124.00 211503.81 2383219.04 219742.72 2062498.84 215157.98 1751727.83 222832.93 179732.98 220802.00 214
Gipumacopyleft689.75 160767.00 163458.00 173613.00 188549.00 1901943.00 187187.00 2001230.00 187518.00 1851092.00 186203.00 194564.00 178892.00 181225.00 183261.00 177
S. Galliani, K. Lasinger, K. Schindler: Massively Parallel Multiview Stereopsis by Surface Normal Diffusion. ICCV 2015