High-resolution multi-view benchmark

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		indooroutdoorcourty.delive.electrofacadekickermeadowofficepipesplaygr.reliefrelief.terraceterrai.
sort bysort bysort bysort bysort bysort bysort bysorted bysort bysort bysort bysort bysort bysort bysort bysort bysort by
onestephybrid010.00 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 10.00 1
viewmambapermissive0.00 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 10.00 1
hybridnocas070.00 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 10.00 1
Casviewmambapermissive0.00 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 10.00 1
dtuonlycased0.00 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 10.00 1
dtuonly0.00 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 10.00 1
dtuplus0.00 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 10.00 1
hybridcas0.00 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 10.00 1
hybrid0.00 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 10.00 1
casdiffseed4146921470.00 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 10.00 1
gbinet_0.2-2-1-0.020.00 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 10.00 1
0.3-1-1-0.0150.00 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 10.00 1
0.4-1-1-0.10.00 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 10.00 10.00 1
0.4-1-1-0.20.00 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 10.00 1
wanda-best-256-5120.00 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 10.00 1
usedtu_dtu_shiyan20.00 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 10.00 1
usedtu_dtu_shiyan10.00 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 10.00 1
blended_shiyan80.00 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 10.00 1
E5new0.00 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 10.00 1
FE-blended-shiyan70.00 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 10.00 1
E6new0.00 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 10.00 1
blended_shiyan60.00 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 10.00 1
usedtu_blend_shiyan50.00 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 10.00 1
blend_shiyan40.00 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 10.00 1
E60.00 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 10.00 1
E50.00 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 10.00 1
FE-MVSNET30.00 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 10.00 1
E40.00 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 10.00 1
E3new0.00 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 10.00 1
FE-MVSNET20.00 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 10.00 1
E20.00 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 10.00 1
E30.00 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 10.00 1
viewdifsd2359ckpt070.00 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 10.00 1
viewdifsd2359ckpt090.00 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 10.00 1
viewdifsd2359ckpt130.00 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 10.00 1
viewcassd2359sk110.00 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 10.00 1
viewdifsd2359ckpt110.00 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 10.00 1
viewmacassd2359aftdt0.00 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 10.00 1
viewmsd2359difaftdt0.00 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 10.00 1
diffmvs_AUTHOR0.00 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 10.00 1
FE-MVSNET0.00 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 10.00 1
viewmambaseed2359dif0.00 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 10.00 1
viewmanbaseed2359cas0.00 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 10.00 1
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 10.00 1
EIA-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 10.00 1
ETV-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 10.00 1
CS-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 10.00 1
SMA-MVScopyleft0.00 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 10.00 1
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
Fast-Effi-MVS+-dtu0.00 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 10.00 1
Effi-MVS+-dtu0.00 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 10.00 1
MGCNet0.00 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 10.00 1
SPE-MVS-test0.00 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 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 10.00 1
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 10.00 1
EC-MVSNet0.00 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 10.00 1
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 10.00 1
v1441920.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v19219200.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v11920.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v11440.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v1480.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v7n0.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v12400.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v80.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v100.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
v2v4820.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
V420.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
GA-MVS0.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 570.40 580.40 570.40 570.40 570.40 570.40 57
Fast-Effi-MVS+0.41 690.41 690.41 690.41 690.41 690.41 690.41 690.41 690.41 690.41 690.41 700.41 690.41 690.41 690.41 690.41 69
Effi-MVS+0.53 700.53 700.53 700.53 700.53 700.53 700.53 700.53 700.53 700.53 700.53 710.53 700.53 700.53 700.53 700.53 70
CDS-MVSNet0.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 720.88 710.88 710.88 710.88 710.88 71
Khang Truong Giang, Soohwan Song, Sungho Jo: Curvature-guided dynamic scale networks for Multi-view Stereo. ICLR 2022
TAMVS0.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 710.88 720.88 710.88 710.88 710.88 710.88 71
DeepMVS_CXcopyleft1.00 731.00 731.00 731.00 731.00 731.00 731.00 741.00 731.00 731.00 731.00 73
MDA-MVSNet-bldmvs1.20 731.20 731.20 731.20 731.20 741.20 741.20 741.20 741.20 741.20 741.20 751.20 741.20 741.20 731.20 741.20 74
CVMVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
EU-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
PS-CasMVS1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
UniMVSNet_NR-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
PEN-MVS1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
TransMVSNet (Re)1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
DTE-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
DU-MVS1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
UniMVSNet (Re)1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
CP-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
WR-MVS_H1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
WR-MVS1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
NR-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
Baseline_NR-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
TranMVSNet+NR-MVSNet1.42 741.42 741.42 741.42 741.42 751.42 751.42 751.42 751.42 751.42 751.42 761.42 751.42 751.42 741.42 751.42 75
CDPH-MVS6.66 896.66 896.66 896.66 896.66 906.66 906.66 906.66 906.66 906.66 906.66 916.66 906.66 906.66 896.66 906.66 90
MDTV_nov1_ep13_2view9.99 909.99 909.99 909.99 909.99 919.99 919.99 919.99 919.99 939.99 919.99 949.99 919.99 919.99 909.99 919.99 91
MDTV_nov1_ep139.99 909.99 909.99 909.99 909.99 919.99 919.99 919.99 919.99 939.99 919.99 949.99 919.99 919.99 909.99 919.99 91
GeoE20.05 9318.83 9321.47 9325.60 9329.60 9422.50 9331.20 9319.10 948.30 9213.50 949.40 9317.80 9314.10 9317.50 9323.40 9428.60 94
test_method18.19 9215.64 9221.17 9219.00 9222.00 9322.50 9338.00 9415.50 937.50 9113.00 937.00 9219.00 9415.50 9415.50 9221.00 9321.00 93
VLMVS41.88 9540.52 9543.48 9431.38 9437.72 9538.61 9548.42 9541.61 9649.31 10334.00 9648.23 10343.70 9837.45 9643.31 9549.45 9841.31 97
X-MVS52.20 9652.20 9652.20 9652.20 9652.20 9752.20 9752.20 9652.20 9752.20 10452.20 9752.20 11452.20 9952.20 9752.20 9652.20 9952.20 99
GBi-Net39.84 9435.75 9444.63 9543.04 9549.88 9651.06 9686.51 9735.34 9517.20 9529.83 9515.85 9643.43 9735.35 9535.70 9426.51 9748.28 98
new_pmnet75.00 9774.67 9775.39 9785.42 9996.03 10198.77 100173.23 9869.57 9836.19 9656.93 98117.43 12032.98 9585.38 10568.41 9725.74 9528.95 95
N_pmnet75.00 9774.67 9775.39 9785.42 9996.03 10198.77 100173.23 9869.57 9836.19 9656.93 98117.43 12032.98 9585.38 10568.41 9725.74 9528.95 95
FMVSNet5116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
test1116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
FMVSNet3116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
FMVSNet2116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
FMVSNet1116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
MIMVSNet1116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
MIMVSNet116.86 102110.47 103124.32 102131.47 105157.41 108150.67 107199.64 100115.30 10656.61 11097.70 10751.77 104117.26 10377.26 98113.14 10490.25 109160.68 106
CANet100.44 9993.07 99109.04 99111.90 101131.06 105119.40 103222.42 10780.48 10036.93 9870.80 10040.92 10089.90 100100.59 107101.42 10073.68 103126.25 100
CANet_DTU100.44 9993.07 99109.04 99111.90 101131.06 105119.40 103222.42 10780.48 10036.93 9870.80 10040.92 10089.90 100100.59 107101.42 10073.68 103126.25 100
UGNet100.44 9993.07 99109.04 99111.90 101131.06 105119.40 103222.42 10780.48 10036.93 9870.80 10040.92 10089.90 100100.59 107101.42 10073.68 103126.25 100
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
tmp_tt299.50 115365.00 11754.00 100649.00 132241.00 110159.00 114204.00 129479.00 139308.00 147243.00 116246.00 11682.00 9995.00 116
PVSNet_Blended_VisFu129.22 110115.76 110144.92 110140.60 112162.80 115166.50 114281.20 111114.70 10355.50 10796.20 10451.80 111140.60 111114.70 110114.70 11185.10 106155.40 103
PVSNet_BlendedMVS129.22 110115.76 110144.92 110140.60 112162.80 115166.50 114281.20 111114.70 10355.50 10796.20 10451.80 111140.60 111114.70 110114.70 11185.10 106155.40 103
PVSNet_Blended129.22 110115.76 110144.92 110140.60 112162.80 115166.50 114281.20 111114.70 10355.50 10796.20 10451.80 111140.60 111114.70 110114.70 11185.10 106155.40 103
ACMMP_NAP119.64 109106.58 102134.88 109123.82 104127.44 104145.38 106298.43 114116.16 11343.72 10277.82 10329.30 98131.24 110117.82 113106.21 10366.69 102171.29 113
RPMNet858.01 144961.99 150736.69 131550.05 1301120.24 1581212.05 160463.05 115485.90 132550.05 160580.05 148890.05 181559.05 1281485.90 1621185.90 1601085.90 165985.90 147
FA-MVS(training)203.85 113180.15 113231.50 113222.82 115259.22 118245.99 117478.61 116172.32 11682.03 118130.35 11472.14 117221.74 115190.35 114197.39 114137.78 117239.26 114
SixPastTwentyTwo210.90 114189.75 114235.58 114225.41 116284.88 119267.17 118485.88 117164.28 11576.51 117137.62 11576.69 118214.49 114206.28 115208.00 115144.02 118250.52 115
SR-MVS610.10 133610.10 118610.10 165
PatchT878.42 145785.05 145987.36 1451050.05 157922.05 1481111.05 156677.05 119950.05 1521285.90 196750.05 155640.05 167850.05 143950.05 148950.05 148950.05 158333.05 116
GG-mvs-BLEND557.53 126503.49 124620.58 126485.90 124370.41 120267.30 119710.53 120454.42 127785.72 168491.23 141326.12 149881.92 145538.27 130650.05 139592.08 147693.94 127
gm-plane-assit551.84 123503.49 124608.24 125411.90 120370.41 120267.30 119710.53 120454.42 127785.72 168491.23 141326.12 149881.92 145538.27 130650.05 139592.08 147693.94 127
gg-mvs-nofinetune557.53 126503.49 124620.58 126485.90 124370.41 120267.30 119710.53 120454.42 127785.72 168491.23 141326.12 149881.92 145538.27 130650.05 139592.08 147693.94 127
CR-MVSNet557.53 126503.49 124620.58 126485.90 124370.41 120267.30 119710.53 120454.42 127785.72 168491.23 141326.12 149881.92 145538.27 130650.05 139592.08 147693.94 127
RPSCF376.53 116341.80 116417.05 117418.60 121457.01 126467.46 125825.25 124336.12 119159.32 123260.40 119151.13 124386.94 118364.25 118352.10 117244.72 120471.62 119
WB-MVS316.93 115277.98 115362.37 116386.49 118371.32 124360.90 123844.52 125232.58 117102.36 119215.57 117104.13 119287.33 117336.96 117318.49 116192.62 119366.78 117
EG-PatchMatch MVS402.98 117364.36 117448.05 118435.50 122473.00 127489.60 126910.20 126338.60 120127.30 120205.10 116123.50 122434.60 120450.70 123447.70 121291.10 122511.90 120
MS-PatchMatch438.85 118388.71 118497.33 119479.00 123527.00 128558.00 129988.00 127379.00 122174.00 125278.00 121162.00 125494.00 124418.00 120412.00 119291.00 121545.00 123
DELS-MVS458.84 121423.31 121500.30 120511.99 127616.59 130578.86 130991.10 128355.79 121158.99 122319.09 123190.62 128453.64 123437.73 122439.52 120307.20 123603.81 124
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
EPMVS999.00 148999.00 151999.00 146999.00 150999.00 151999.00 149999.00 129999.00 154999.00 178999.00 162999.00 187999.00 151999.00 151999.00 151999.00 159999.00 148
uanet_test1000.00 1491000.00 1531000.00 1471000.00 1521000.00 1531000.00 1511000.00 1301000.00 1561000.00 1801000.00 1641000.00 1891000.00 1531000.00 1531000.00 1531000.00 1611000.00 150
sosnet1000.00 1491000.00 1531000.00 1471000.00 1521000.00 1531000.00 1511000.00 1301000.00 1561000.00 1801000.00 1641000.00 1891000.00 1531000.00 1531000.00 1531000.00 1611000.00 150
USDC1000.00 1491000.00 1531000.00 1471000.00 1521000.00 1531000.00 1511000.00 1301000.00 1561000.00 1801000.00 1641000.00 1891000.00 1531000.00 1531000.00 1531000.00 1611000.00 150
TinyColmap1000.00 1491000.00 1531000.00 1471000.00 1521000.00 1531000.00 1511000.00 1301000.00 1561000.00 1801000.00 1641000.00 1891000.00 1531000.00 1531000.00 1531000.00 1611000.00 150
ADS-MVSNet452.36 119406.02 119506.42 122534.76 129628.22 131552.79 1281009.99 134333.98 118149.26 121246.67 118149.01 123447.03 122465.35 124501.18 124344.69 125517.75 121
PatchmatchNetpermissive452.63 120410.20 120502.13 121520.70 128614.40 129546.00 1271018.80 135379.00 122167.50 124277.10 120169.40 126437.10 121437.10 121457.50 122322.70 124536.90 122
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Pablo Speciale, Marc Pollefeys: PatchmatchNet: Learned Multi-View Patchmatch Stereo.
IB-MVS750.90 3552.99 124511.38 128601.53 123606.02 132735.75 136688.75 1341183.86 136436.09 126210.63 131397.40 127233.85 133551.05 127521.77 127533.78 127368.88 126721.05 132
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
dps534.60 122472.40 122607.16 124690.38 137718.85 134636.03 1311231.66 137422.74 124198.65 128325.68 124194.97 129512.90 126509.81 126513.65 125373.33 127621.11 125
Gipumacopyleft587.77 129529.57 129655.67 130637.00 135733.00 135749.00 1361245.00 138525.00 134269.00 141445.00 137253.00 135637.00 132525.00 128525.00 126397.00 129701.00 131
S. Galliani, K. Lasinger, K. Schindler: Massively Parallel Multiview Stereopsis by Surface Normal Diffusion. ICCV 2015
IterMVS554.60 125488.63 123631.57 129636.90 134700.80 132674.70 1331271.10 139430.50 125207.10 130370.50 126202.70 131611.80 130534.20 129545.30 128387.80 128636.40 126
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Marc Pollefeys: IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo.
Patchmtry1825.90 166885.90 1471405.90 1401285.90 196
MVS_Test654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
casdiffmvspermissive654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
diffmvspermissive654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
baseline2654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
baseline1654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
casdiffmvs_mvgpermissive654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
Fangjinhua Wang, Qingshan Xu, Yew-Soon Ong, Marc Pollefeys: Lightweight and Accurate Multi-View Stereo With Confidence-Aware Diffusion Model. IEEE T-PAMI 2025
baseline654.54 130583.51 131737.40 132721.80 139822.10 138808.60 1381494.00 141542.20 136259.90 134441.60 130257.70 137689.10 134620.80 135617.70 130451.00 135782.50 134
IterMVS-LS714.97 140638.00 141804.77 142793.60 147914.20 147886.50 1481612.70 148588.30 143285.30 142491.20 140278.40 145759.20 141677.40 143681.30 144491.30 142835.20 141
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Marc Pollefeys: IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo.
ACMH+702.88 1670.82 138589.81 138765.33 139662.52 136701.42 133795.24 1371698.33 149598.81 144226.55 132403.02 129187.13 127786.82 142724.80 145646.56 138422.52 133866.95 142
new-patchmatchnet712.65 139632.59 139806.05 143787.79 146936.25 149882.47 1461795.72 150528.60 135244.29 133471.90 138257.36 136681.47 133705.16 144659.05 143444.55 134869.82 143
CSCG727.26 141663.25 142801.94 141590.65 131811.25 137854.12 1451805.32 151816.43 149388.25 147612.42 149345.37 155621.61 131507.46 125471.55 123551.65 1451078.31 154
MVSTER834.63 142737.03 144948.49 144988.86 1491140.51 1601129.34 1581832.80 152682.42 145319.01 143550.98 147311.35 148872.51 144763.95 146757.83 145548.41 144952.20 145
pmnet_mix02659.48 137547.83 130789.74 140720.05 138846.87 145740.59 1352153.63 153456.15 131191.24 126336.49 125200.39 130511.90 125608.74 134634.29 137421.05 132751.91 133
ACMH935.68 4948.23 146857.00 1461054.67 151946.00 148970.00 1501125.00 1572467.00 154823.00 150330.00 145622.00 150211.00 132891.00 149970.00 1501061.00 157569.00 1461342.00 156
Qingshan Xu and Wenbing Tao: Multi-Scale Geometric Consistency Guided Multi-View Stereo. CVPR 2019
MSLP-MVS++993.91 147732.21 1431299.24 1561631.22 1641345.26 1621480.05 1632524.20 155735.65 146463.57 158499.89 145302.78 1461292.66 159675.99 142612.79 129403.71 131953.11 146
PMVScopyleft743.55 2836.66 143637.90 1401068.55 1521306.50 161875.12 1461166.70 1592629.00 156512.24 133196.22 127282.69 122237.15 134597.87 129842.47 147765.54 146514.99 143950.09 144
Y. Furukawa, J. Ponce: Accurate, dense, and robust multiview stereopsis. PAMI (2010)
MVS_111021_LR1055.24 154916.36 1481217.27 1541129.93 1591268.26 1611313.88 1622635.76 157923.19 151396.92 151704.88 153327.66 1531136.32 157965.38 149946.95 147690.83 1551278.20 155
ACMP1170.86 61091.37 155943.23 1491264.21 1551112.10 1581138.94 1591276.90 1612675.36 158989.62 153426.15 156742.77 154349.09 1571454.51 1631047.36 157969.90 149640.22 1511364.94 158
Qingshan Xu and Wenbing Tao: Planar Prior Assisted PatchMatch Multi-View Stereo. AAAI 2020
ACMM1129.18 51047.56 153912.90 1471204.67 1531040.21 1561016.71 1571105.32 1552918.67 159813.91 148327.22 144665.34 151267.72 1441192.58 1581091.35 158991.88 150643.99 1521543.40 163
Qingshan Xu and Wenbing Tao: Multi-Scale Geometric Consistency Guided Multi-View Stereo. CVPR 2019
TestfortrainingZip3151.39 1803151.39 1603151.39 2063151.39 198
aaEdge-Enhanced7215.11 1959333.66 1974743.47 1924896.26 1996250.00 1973151.39 1803151.39 16021344.80 2023151.39 20615014.00 2031880.82 20410959.00 2028493.00 1996381.00 1973151.39 1985972.00 196
TSAR-MVS + GP.1239.27 1561094.74 1591407.89 1571220.99 1601845.47 1671680.98 1663191.81 1621098.41 160362.98 146679.12 152339.31 1541323.06 1601173.24 1611093.83 158667.49 1531433.78 159
COLMAP_ROBcopyleft3798.28 142690.62 1772704.29 1842674.67 1713138.00 1803522.00 1863826.00 1923219.00 1632702.00 1851138.00 1942260.00 1931212.00 1982968.00 1822936.00 1892571.00 1821759.00 1903727.00 186
Johannes L. Schönberger, Enliang Zheng, Marc Pollefeys, Jan-Michael Frahm: Pixelwise View Selection for Unstructured Multi-View Stereo. ECCV 2016
ACMMPR1265.65 1571083.59 1581478.06 1591441.06 1631438.61 1651540.68 1653284.05 1641219.68 162458.81 157803.22 157346.91 1561421.66 1621126.11 1601150.51 159722.08 1561500.09 161
DeepC-MVS_fast2081.98 81311.87 1581172.50 1601474.47 1581411.78 1621397.23 1641519.03 1643401.40 1651201.29 161417.90 154801.95 156976.25 1861409.37 1611114.52 1591201.12 161687.33 1541515.14 162
Andreas Kuhn, Christian Sormann, Mattia Rossi, Oliver Erdler, Friedrich Fraundorfer: DeepC-MVS: Deep Confidence Prediction for Multi-View Stereo Reconstruction. 3DV 2020
MVS-HIRNet1975.98 1611797.02 1632184.76 1622111.07 1672443.03 1712503.43 1704063.71 1661684.46 170711.34 1661456.05 174848.70 1792396.26 1741900.93 1641915.01 1651322.75 1722330.99 164
PLCcopyleft4785.50 153275.54 1863030.86 1883561.00 1834093.00 1934596.00 1925174.00 2014267.00 1673570.00 1931495.00 2002940.00 1961594.00 2013947.00 1903817.00 1943343.00 1932390.00 1941356.00 157
Jie Liao, Yanping Fu, Qingan Yan, Chunxia xiao: Pyramid Multi-View Stereo with Local Consistency. Pacific Graphics 2019
CMPMVSbinary2507.20 102083.60 1621983.13 1662200.81 1632582.70 1753097.30 1782332.10 1694364.50 1681390.00 163653.68 164997.75 161742.65 1741880.20 1642298.80 1752413.60 1791391.70 1752941.80 172
M. Jancosek, T. Pajdla: Multi-View Reconstruction Preserving Weakly-Supported Surfaces. CVPR 2011
FPMVS1356.65 1591072.60 1571688.04 1601840.79 1651397.01 1631793.24 1674397.86 169804.66 147408.78 153538.65 146407.36 159894.84 1501587.73 1631286.38 162792.73 1571486.39 160
OpenMVScopyleft2049.89 71895.92 1601721.29 1612099.67 1612064.00 1662419.00 1702138.00 1684572.00 1701541.00 167548.00 159937.00 159580.00 1641983.00 1651971.00 1691993.00 1671293.00 1712608.00 167
AdaColmapbinary2288.90 1672080.73 1712531.77 1672485.98 1742757.87 1752974.47 1774914.62 1712255.54 178804.63 1721611.14 178842.30 1782657.83 1772056.92 1701960.62 1661353.09 1743080.73 173
tpmrst2688.71 1762604.46 1772787.00 1752472.96 1733190.36 1793313.69 1835003.06 1721837.26 1711097.38 1901721.89 1831012.20 1942415.09 1752970.27 1902736.80 1862419.79 1954762.44 192
DeepPCF-MVS3033.31 112362.79 1702183.15 1722572.38 1682349.28 1722383.16 1692740.92 1765212.97 1732043.02 174751.44 1671466.47 1751327.42 1992904.33 1792573.45 1822227.77 1721475.33 1763260.73 176
CHOSEN 280x4202225.10 1641992.66 1672496.28 1642192.10 1682641.81 1722621.41 1725345.34 1742116.46 1751002.26 1841683.84 179837.43 1752338.65 1681920.94 1662020.28 1681477.92 1772727.86 168
CHOSEN 1792x26882225.10 1641992.66 1672496.28 1642192.10 1682641.81 1722621.41 1725345.34 1742116.46 1751002.26 1841683.84 179837.43 1752338.65 1681920.94 1662020.28 1681477.92 1772727.86 168
HyFIR lowres test2225.10 1641992.66 1672496.28 1642192.10 1682641.81 1722621.41 1725345.34 1742116.46 1751002.26 1841683.84 179837.43 1752338.65 1681920.94 1662020.28 1681477.92 1772727.86 168
tpm cat12652.13 1732606.66 1782705.18 1723151.86 1816902.39 1993612.17 1875463.78 1771457.76 164391.31 1481358.61 171446.44 1602360.09 1712296.48 1722290.90 1741251.84 1673494.04 179
CostFormer2652.13 1732606.66 1782705.18 1723151.86 1816902.39 1993612.17 1875463.78 1771457.76 164391.31 1481358.61 171446.44 1602360.09 1712296.48 1722290.90 1741251.84 1673494.04 179
tpm2652.13 1732606.66 1782705.18 1723151.86 1816902.39 1993612.17 1875463.78 1771457.76 164391.31 1481358.61 171446.44 1602360.09 1712296.48 1722290.90 1741251.84 1673494.04 179
3Dnovator2220.89 92303.77 1682037.00 1702615.00 1702617.00 1762967.00 1772616.00 1715882.00 1801928.00 173589.00 161907.00 158528.00 1632443.00 1762370.00 1772392.00 1781543.00 1813167.00 174
SD-MVS2324.36 1691910.97 1642806.65 1762945.31 1793305.03 1833267.51 1825962.25 1811896.37 172848.15 1731224.25 170661.55 1682707.30 1781913.40 1651871.41 1641109.38 1662504.79 166
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
PCF-MVS3738.24 132129.60 1631746.89 1622576.10 1692258.22 1712263.67 1682650.06 1756361.78 1821676.15 169695.66 1651209.77 169737.88 1712237.28 1662083.02 1711835.31 1631253.58 1702422.45 165
Andreas Kuhn, Shan Lin, Oliver Erdler: Plane Completion and Filtering for Multi-View Stereo Reconstruction. GCPR 2019
TAPA-MVS5463.68 162764.21 1782434.28 1743149.14 1793645.15 1893257.60 1823452.71 1866526.32 1832591.85 183651.36 1631964.77 191947.44 1842924.41 1802523.36 1802452.68 1801694.86 1873302.28 177
Andrea Romanoni, Matteo Matteucci: TAPA-MVS: Textureless-Aware PAtchMatch Multi-View Stereo. ICCV 2019
SteuartSystems-ACMMP2615.00 1722242.57 1733049.50 1782828.00 1782801.00 1763323.00 1846648.00 1842491.00 1801023.00 1871605.00 177697.00 1692926.00 1812502.00 1792279.00 1731549.00 1823323.00 178
Skip Steuart: Steuart Systems R&D Blog.
MSP-MVS3241.28 1842825.26 1863726.65 1863945.31 1914305.03 1904267.51 1966962.25 1852896.37 1891068.15 1891824.25 1861061.55 1964307.30 1933013.40 1913171.41 1911809.38 1913504.79 182
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
Vis-MVSNetpermissive2390.77 1711976.57 1652874.00 1772644.00 1773248.00 1813040.00 1787371.00 1861627.00 168421.00 1551200.00 168622.00 1662251.00 1672326.00 1762052.00 1711517.00 1802761.00 171
Jingyang Zhang, Yao Yao, Shiwei Li, Zixin Luo, Tian Fang: Visibility-aware Multiview Stereo Network. BMVC 2020
3Dnovator+3173.67 122938.77 1792519.43 1753428.00 1803256.00 1843708.00 1873443.00 1857516.00 1872525.00 1811121.00 191972.00 160925.00 1833192.00 1832899.00 1852897.00 1892040.00 1923710.00 185
MVS_111021_HR3192.50 1832773.91 1853680.86 1843515.58 1863815.81 1884020.82 1937766.11 1882775.23 1881300.96 1992221.19 1921117.25 1973420.01 1872873.98 1842835.60 1872061.69 1933778.31 187
TSAR-MVS + MP.4216.58 1904674.68 1923682.13 1853752.63 1904315.48 1914264.77 1957782.51 1892583.81 1821125.68 19216722.30 205882.60 1803589.10 1892523.80 1812486.45 1811578.08 1833208.34 175
Zhenlong Yuan, Jiakai Cao, Zhaoqi Wang, Zhaoxin Li: TSAR-MVS: Textureless-aware Segmentation and Correlative Refinement Guided Multi-View Stereo. Pattern Recognition
DPM-MVS3051.54 1802661.57 1813506.50 1813532.00 1873332.00 1843744.00 1907839.00 1902772.00 186985.00 1761919.00 189738.00 1723319.00 1842901.00 1862715.00 1841620.00 1854254.00 189
OPM-MVS3051.54 1802661.57 1813506.50 1813532.00 1873332.00 1843744.00 1907839.00 1902772.00 186985.00 1761919.00 189738.00 1723319.00 1842901.00 1862715.00 1841620.00 1854254.00 189
Ray L. Khuboni, Hongjun Xu: Octagram Propagation Matching for Multi-Scale View Stereopsis (OPM-MVS).
MAR-MVS3961.62 1883726.55 1904235.86 1894107.62 1946522.83 1984862.93 1997956.64 1923380.98 1921665.13 2013231.54 1971650.34 2024357.29 1943198.61 1933209.42 1922465.52 1964892.15 193
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
TSAR-MVS + ACMM3184.92 1822679.45 1833774.64 1873302.51 1854168.07 1894256.74 1948947.31 1932634.53 1841026.25 1881723.72 1841043.87 1953387.29 1862794.29 1832687.41 1831727.73 1893704.25 184
SED-MVS3539.47 1872909.05 1874274.95 1904528.93 1954986.51 1945003.31 2008985.31 1942904.53 1901294.24 1981839.12 1871003.69 1934135.17 1912926.32 1882897.04 1901702.75 1883806.13 188
OMC-MVS4439.92 1913906.78 1915061.92 1944748.70 1975679.38 1955855.03 2039923.00 1954023.36 1961740.95 2021693.78 1821693.78 2034658.45 1954254.77 1954135.74 1953445.36 2005866.63 195
ACMMPcopyleft9999.00 1989999.00 1989999.00 1999999.00 2049999.00 2059999.00 2079999.00 1969999.00 2009999.00 2109999.00 2019999.00 2109999.00 2019999.00 2029999.00 2019999.00 2059999.00 201
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
DVP-MVScopyleft3258.34 1852529.80 1764108.31 1884005.62 1924693.14 1934737.88 19810195.40 1972408.38 179941.44 1741505.82 176734.32 1703438.27 1882449.15 1782386.04 1771331.25 1733531.75 183
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
DeepC-MVS5581.15 174824.92 1925020.53 1934596.70 1914714.52 1963205.14 1803108.50 17910234.20 1983823.34 1951885.23 2039002.42 2002045.34 2074715.23 1967652.65 1983993.41 1942922.51 1975421.41 194
Andreas Kuhn, Christian Sormann, Mattia Rossi, Oliver Erdler, Friedrich Fraundorfer: DeepC-MVS: Deep Confidence Prediction for Multi-View Stereo Reconstruction. 3DV 2020
MED-MVS9884.09 19710032.06 1999711.47 19811138.80 20611138.80 20611138.80 20811138.80 19921344.80 2023151.39 20615014.00 2031880.82 20410959.00 2028493.00 1996381.00 19710742.00 2065972.00 196
DVP-MVS++3961.71 1893092.38 1894975.92 1934850.81 1985691.32 1965760.96 20212294.80 2002980.85 1911135.72 1931840.86 188949.63 1854197.95 1923019.10 1922873.21 1881615.27 1844291.72 191
TSAR-MVS + COLMAP6088.23 1935315.97 1946989.21 1956522.51 2008025.15 2027938.31 20415276.20 2015401.97 1981914.31 2043802.65 1981979.48 2066704.11 1985217.07 1965137.16 1963579.82 2017648.29 198
CLD-MVS6986.85 1946222.57 1957878.50 1967707.00 2018884.00 2039025.00 20515607.00 2026148.00 1992571.00 2054822.00 1992082.00 2087875.00 2006389.00 1976449.00 1994486.00 2028784.00 200
Zhaoxin Li, Wangmeng Zuo, Zhaoqi Wang, Lei Zhang: Confidence-based Large-scale Dense Multi-view Stereo. IEEE Transaction on Image Processing, 2020
LS3D7481.83 1966596.02 1968515.28 1979871.71 2029844.03 2049225.16 20618308.40 2035364.90 1971267.41 1952381.61 1941512.79 2007225.72 1998875.69 2019516.28 2005193.26 2038676.83 199
CNLPA17763.08 20015907.71 20119927.67 20119334.00 20722387.00 20822896.00 20938668.00 20415772.00 2017632.00 20913229.00 2027123.00 20919334.00 20415773.00 20315700.00 20211702.00 20721370.00 203
MSDG31705.85 20129167.57 20334667.17 20244079.00 20828314.00 21044778.00 21143648.00 20531045.00 20514849.00 21126179.00 20613752.00 21238088.00 20630859.00 20630835.00 20522561.00 20943189.00 205
MVEpermissive11086.50 1813278.69 19912303.57 20014416.33 2009890.00 20317107.00 2074634.00 19759884.00 2063666.00 194966.00 1751792.00 185896.00 1825680.00 19720677.00 20523030.00 2045444.00 20418957.00 202
Simon Fuhrmann, Fabian Langguth, Michael Goesele: MVE - A Multi-View Reconstruction Environment. EUROGRAPHICS Workshops on Graphics and Cultural Heritage (2014)
PHI-MVS99999.00 20399999.00 20499999.00 20499999.00 20999999.00 21199999.00 21299999.00 20799999.00 20699999.00 21399999.00 20799999.00 21399999.00 20799999.00 20799999.00 20699999.00 21099999.00 206
LTVRE_ROB38377.89 1949656.08 20218936.71 20285495.33 203306852.00 21022526.00 20929206.00 210112098.00 20830022.00 20417348.00 2122824.00 19511239.00 21129457.00 20520569.00 20419941.00 20318011.00 20825436.00 204
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
MVSMamba_PlusPlus10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
MGCFI-Net10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
sasdasda10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
dmvs_re10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test250610000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test111110000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
ECVR-MVScopyleft10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
ET-MVSNet_ETH3D10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
UniMVSNet_ETH3D10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
thisisatest053010000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Anonymous20240521110000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
DCV-MVSNet10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
tttt051710000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
thisisatest051510000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
DPE-MVScopyleft10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Kehua Chen, Zhenlong Yuan, Tianlu Mao, Zhaoqi Wang: Dual-Level Precision Edges Guided Multi-View Stereo with Accurate Planarization. AAAI2025
thres100view90010000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
tfpnnormal10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
tfpn200view910000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
IterMVS-SCA-FT10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
pmmvs610000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
pmmvs510000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Anonymous2023121110000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
pmmvs-eth3d10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Anonymous2023120610000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
SCA10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
canonicalmvs10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
anonymousdsp10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
FC-MVSNet-train10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
UA-Net10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
FC-MVSNet-test10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
sosnet-low-res10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
DI_MVS_pp10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
HPM-MVS++copyleft10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
pm-mvs110000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
APDe-MVScopyleft10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Zhaojie Zeng, Yuesong Wang, Tao Guan: Matching Ambiguity-Resilient Multi-View Stereo via Adaptive Patch Deformation. Pattern Recognition
pmmvs410000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test-LLR10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
TESTMET0.1,110000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test-mter10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
testgi10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test20.0310000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
thres600view710000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
MP-MVScopyleft10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Rongxuan Tan, Qing Wang, et al.: MP-MVS: Multi-Scale Windows PatchMatch and Planar Prior Multi-View Stereo.
testmvs10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
thres40010000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test12310000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
thres20010000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
test0.0.03 110000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
pmmvs310000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
EMVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
E-PMN10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
PGM-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
MCST-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
PMMVS210000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
PM-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
LGP-MVS_train10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
EPNet_dtu10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Wanjuan Su, Wenbing Tao: Efficient Edge-Preserving Multi-View Stereo Network for Depth Estimation. AAAI 2023
EPNet10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Wanjuan Su, Wenbing Tao: Efficient Edge-Preserving Multi-View Stereo Network for Depth Estimation. AAAI 2023
CNVR-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
NCCC10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
CP-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
CPTT-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
HQP-MVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
IS_MVSNet10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
Vis-MVSNet (Re-imp)10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
PatchMatch-RL10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
TDRefinement10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
EPP-MVSNet10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
PMMVS10000000.00 20410000000.00 20510000000.00 20510000000.00 21110000000.00 21210000000.00 21310000000.00 20910000000.00 20710000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 20810000000.00 20710000000.00 21110000000.00 207
APD-MVScopyleft1000000000.00 2721000000000.00 2741000000000.00 2731000000000.00 2821000000000.00 2821000000000.00 2841000000000.00 2781000000000.00 2771000000000.00 2841000000000.00 2781000000000.00 2851000000000.00 2781000000000.00 2771000000000.00 2761000000000.00 2811000000000.00 277
Yuesong Wang, Zhaojie Zeng and etc.: Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo. CVPR2023
PatchmatchNet2copyleft400.00 119400.00 125400.00 124
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Pablo Speciale, Marc Pollefeys: PatchmatchNet: Learned Multi-View Patchmatch Stereo. CVPR 2021
PatchmatchNet1copyleft400.00 158400.00 119400.00 119400.00 118400.00 130400.00 118
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Pablo Speciale, Marc Pollefeys: PatchmatchNet: Learned Multi-View Patchmatch Stereo. CVPR 2021
PatchmatchNet3copyleft400.00 152400.00 128
Fangjinhua Wang, Silvano Galliani, Christoph Vogel, Pablo Speciale, Marc Pollefeys: PatchmatchNet: Learned Multi-View Patchmatch Stereo. CVPR 2021
TPM-MVS10000000.00 21110000000.00 21210000000.00 21310000000.00 21410000000.00 20810000000.00 21410000000.00 20810000000.00 21110000000.00 207
Ray Leroy Khuboni and Hongjun Xu: Textureless Resilient Propagation Matching in Multiple View Stereosis (TPM-MVS). SATNAC 2025
RE-MVS-def610.10 162
9.140.00 1
our_test_39999.00 20499.00 10399.00 102
ambc999.00 151999.00 150999.00 151999.00 149999.00 154999.00 178999.00 162999.00 187999.00 151999.00 151999.00 151999.00 159999.00 148
MTAPA41.98 10128.43 97
MTMP10000000.00 21431.71 99
Patchmatch-RL test10000000.00 213
XVS52.20 9652.20 9752.20 9752.20 10452.20 11452.20 99
X-MVStestdata52.20 9652.20 9752.20 9752.20 10452.20 11452.20 99
mPP-MVS10000000.00 21110000000.00 214
NP-MVS10000000.00 207