Multi-view Stereo on Tanks and Temples Intermediate set
67.03Mean F1 ScoreMVSFormer++
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MVSFormer++image size=2k2024.01 | 67.03 | — | 82.87 | 68.9 | 64.21 | 68.65 | 65 | 66.43 | 60.07 | 60.12 | — | — | — | — | — | — | — | — | — | — | — | |
| MVSFormer2024.01 | 66.37 | — | 82.06 | 69.34 | 60.49 | 68.61 | 65.67 | 64.08 | 61.23 | 59.53 | — | — | — | — | — | — | — | — | — | — | — | |
| RA-MVSNetInput images N=112023.04 | 65.72 | — | 82.44 | 66.61 | 58.4 | 64.78 | 67.14 | 65.6 | 62.74 | 58.08 | — | — | — | — | — | — | — | — | — | — | — | |
| RA-MVSNet2024.01 | 65.72 | — | 82.44 | 66.61 | 58.4 | 64.78 | 67.14 | 65.6 | 62.74 | 58.08 | — | — | — | — | — | — | — | — | — | — | — | |
| ET-MVSNet2023.09 | 65.49 | — | — | — | — | — | — | — | — | — | — | 81.65 | 68.79 | 59.46 | 65.72 | 64.22 | 64.03 | 61.23 | 58.79 | — | — | |
| WT-MVSNet2024.01 | 65.34 | — | 81.87 | 67.33 | 57.76 | 64.77 | 65.68 | 64.61 | 62.35 | 58.38 | — | — | — | — | — | — | — | — | — | — | — | |
| D-MVSNet2024.01 | 64.66 | — | 81.27 | 67.54 | 59.1 | 63.12 | 64.64 | 64.8 | 59.83 | 56.97 | — | — | — | — | — | — | — | — | — | — | — | |
| CostFormer2024.01 | 64.51 | — | 81.31 | 65.65 | 55.57 | 63.46 | 66.24 | 65.39 | 61.27 | 57.3 | — | — | — | — | — | — | — | — | — | — | — | |
| UniMVSNettraining_dataset=BlendedMVS, input_size=768x576, input_images=112022.01 | 64.36 | — | — | — | — | — | — | — | — | — | — | 81.2 | 66.43 | 53.11 | 63.46 | 66.09 | 64.84 | 62.23 | 57.53 | — | — | |
| Uni-MVSNet2023.04 | 64.36 | — | 81.2 | 66.43 | 53.11 | 63.46 | 66.09 | 64.84 | 62.23 | 57.53 | — | — | — | — | — | — | — | — | — | — | — | |
| UniMVSNet2023.09 | 64.36 | — | — | — | — | — | — | — | — | — | — | 81.2 | 66.43 | 53.11 | 63.46 | 66.09 | 64.84 | 62.23 | 57.53 | — | — | |
| TransMVSNet2021.11 | 63.52 | — | — | — | — | — | — | — | — | — | — | 80.92 | 65.83 | 56.94 | 62.54 | 63.06 | 60 | 60.2 | 58.67 | — | — | |
| TransMVSNet2023.04 | 63.52 | — | 80.92 | 65.83 | 56.94 | 62.54 | 63.06 | 60 | 60.2 | 58.67 | — | — | — | — | — | — | — | — | — | — | — | |
| TransMVSNet2023.09 | 63.52 | — | — | — | — | — | — | — | — | — | — | 80.92 | 65.83 | 56.94 | 62.54 | 63.06 | 60 | 60.2 | 58.67 | — | — | |
| TransMVSNet2024.01 | 63.52 | — | 80.92 | 65.83 | 56.94 | 62.54 | 63.06 | 60 | 60.2 | 58.67 | — | — | — | — | — | — | — | — | — | — | — | |
| EPP-MVSNet2021.11 | 61.68 | — | — | — | — | — | — | — | — | — | — | 77.86 | 60.54 | 52.96 | 62.33 | 61.69 | 60.34 | 62.44 | 55.3 | — | — | |
| EPP-MVSNet2022.01 | 61.68 | — | — | — | — | — | — | — | — | — | — | 77.86 | 60.54 | 52.96 | 62.33 | 61.69 | 60.34 | 62.44 | 55.3 | — | — | |
| EPP-MVSNet2023.04 | 61.68 | — | 77.86 | 60.54 | 52.96 | 62.33 | 61.69 | 60.34 | 62.44 | 55.3 | — | — | — | — | — | — | — | — | — | — | — | |
| EPP-MVSNet2023.09 | 61.68 | — | — | — | — | — | — | — | — | — | — | 77.86 | 60.54 | 52.96 | 62.33 | 61.69 | 60.34 | 62.44 | 55.3 | — | — | |
| CDS-MVSNetTraining Dataset=DTU+BlendedMVS2021.12 | 61.58 | — | — | — | — | — | — | — | — | — | — | 78.85 | 63.17 | 53.04 | 61.34 | 62.63 | 59.06 | 62.28 | 52.3 | — | — | |
| AA-RMVSNet2021.08 | 61.51 | — | — | — | — | — | — | — | — | — | 6.38 | 77.77 | 59.53 | 51.53 | 64.02 | 64.05 | 59.47 | 60.85 | 54.9 | — | — | |
| AA-RMVSNet2021.11 | 61.51 | — | — | — | — | — | — | — | — | — | — | 77.77 | 59.53 | 51.53 | 64.02 | 64.05 | 59.47 | 60.85 | 54.9 | — | — | |
| AA-RMVSNet2022.01 | 61.51 | — | — | — | — | — | — | — | — | — | — | 77.77 | 59.53 | 51.53 | 64.02 | 64.05 | 59.47 | 60.85 | 55.5 | — | — | |
| AA-RMVSNet2023.04 | 61.51 | — | 77.77 | 59.53 | 51.53 | 64.02 | 64.05 | 59.47 | 60.85 | 55.5 | — | — | — | — | — | — | — | — | — | — | — | |
| AA-RMVSNet2023.09 | 61.51 | — | — | — | — | — | — | — | — | — | — | 77.77 | 59.53 | 51.53 | 64.02 | 64.05 | 59.47 | 60.85 | 55.5 | — | — | |
| GBi-Net2023.04 | 61.42 | — | 79.77 | 67.69 | 51.81 | 61.25 | 60.37 | 55.87 | 60.67 | 53.89 | — | — | — | — | — | — | — | — | — | — | — | |
| GBi-Net2023.09 | 61.42 | — | — | — | — | — | — | — | — | — | — | 79.77 | 67.69 | 51.81 | 61.25 | 60.37 | 55.87 | 60.67 | 53.89 | — | — | |
| MVSTER2023.09 | 60.92 | — | — | — | — | — | — | — | — | — | — | 80.21 | 63.51 | 52.3 | 61.38 | 61.47 | 58.16 | 58.98 | 51.38 | — | — | |
| CDS-MVSNetTraining Strategy=fine-tuning on BlendedMVS, Base Training=DTU2021.12 | 60.82 | — | — | — | — | — | — | — | — | — | — | 78.17 | 61.74 | 53.12 | 60.25 | 61.91 | 58.45 | 62.35 | 50.58 | — | — | |
| AttMVS2021.08 | 60.05 | — | — | — | — | — | — | — | — | — | 19 | 73.9 | 62.58 | 44.08 | 64.88 | 56.08 | 59.39 | 63.42 | 56.06 | — | — | |
| Att-MVS2021.11 | 60.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.89 | 58.93 | |
| AttMVS2021.11 | 60.05 | — | — | — | — | — | — | — | — | — | — | 73.9 | 62.58 | 44.08 | 64.88 | 56.08 | 59.39 | 63.42 | 56.06 | — | — | |
| AttMVSTraining dataset=DTU (training set only)2021.12 | 60.05 | — | — | — | — | — | — | — | — | — | — | 73.9 | 62.58 | 44.08 | 64.88 | 56.08 | 59.39 | 63.42 | 56.06 | — | — | |
| Vis-MVSNet2021.08 | 60.03 | — | — | — | — | — | — | — | — | — | 15.38 | 77.4 | 60.23 | 47.07 | 63.44 | 62.21 | 57.28 | 60.54 | 52.07 | — | — | |
| VisMVSNet2021.11 | 60.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54.44 | 70.48 | |
| Vis-MVSNet2021.11 | 60.03 | — | — | — | — | — | — | — | — | — | — | 77.4 | 60.23 | 47.07 | 63.44 | 62.21 | 57.28 | 60.54 | 52.07 | — | — | |
| Vis-MVSNetTraining dataset=DTU (training set only)2021.12 | 60.03 | — | — | — | — | — | — | — | — | — | — | 77.4 | 60.23 | 47.07 | 63.44 | 62.21 | 57.28 | 60.54 | 52.07 | — | — | |
| VisMVSNet2022.01 | 60.03 | — | — | — | — | — | — | — | — | — | — | 77.4 | 60.23 | 47.07 | 63.44 | 62.21 | 57.28 | 60.54 | 52.07 | — | — | |
| DeepC-MVS2021.08 | 59.79 | — | — | — | — | — | — | — | — | — | 24.62 | 71.91 | 54.08 | 42.29 | 66.54 | 55.77 | 67.47 | 60.47 | 59.83 | — | — | |
| DeepC-MVS2021.11 | 59.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.11 | 61.21 | |
| DeepC-MVS2021.11 | 59.79 | — | — | — | — | — | — | — | — | — | — | 71.91 | 54.08 | 42.29 | 66.54 | 55.77 | 67.47 | 60.47 | 59.83 | — | — | |
| RayMVSNet2023.04 | 59.48 | — | 78.55 | 61.93 | 45.48 | 57.59 | 61 | 59.78 | 59.19 | 52.32 | — | — | — | — | — | — | — | — | — | — | — | |
| D2HC-RMVSNet2021.08 | 59.2 | — | — | — | — | — | — | — | — | — | 18.38 | 74.69 | 56.04 | 49.42 | 60.08 | 59.81 | 59.61 | 60.04 | 53.92 | — | — | |
| D2HC-RMVSNet2021.11 | 59.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.88 | 74.08 | |
| D2HC-RMVSNet2022.01 | 59.2 | — | — | — | — | — | — | — | — | — | — | 74.69 | 56.04 | 49.42 | 60.08 | 59.81 | 59.61 | 60.04 | 53.92 | — | — | |
| D2HC-RMVSNet2023.04 | 59.2 | — | 74.69 | 56.04 | 49.42 | 60.08 | 59.81 | 59.61 | 60.04 | 53.92 | — | — | — | — | — | — | — | — | — | — | — | |
| Altizure-HKUST-20192021.08 | 59.03 | — | — | — | — | — | — | — | — | — | 24 | 77.19 | 61.52 | 42.09 | 63.5 | 59.36 | 58.2 | 57.05 | 53.3 | — | — | |
| ACMPMethod Type=traditional method, Training dataset=DTU (training set only)2021.12 | 58.41 | — | — | — | — | — | — | — | — | — | — | 70.3 | 54.06 | 54.11 | 61.65 | 54.16 | 57.6 | 58.12 | 57.25 | — | — | |
| ACMP2022.01 | 58.41 | — | — | — | — | — | — | — | — | — | — | 70.3 | 54.06 | 54.11 | 61.65 | 54.16 | 57.6 | 58.12 | 57.25 | — | — | |
| BP-MVSNet2021.11 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.26 | 68.77 | |
| BP-MVSNetTraining dataset=DTU (training set only)2021.12 | 57.6 | — | — | — | — | — | — | — | — | — | — | 77.31 | 60.9 | 47.89 | 58.26 | 56 | 51.54 | 58.47 | 50.41 | — | — | |
| ACMM2021.08 | 57.27 | — | — | — | — | — | — | — | — | — | 34.25 | 69.24 | 51.45 | 46.97 | 63.2 | 55.07 | 57.64 | 60.08 | 54.48 | — | — | |
| ACMM2021.11 | 57.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.19 | 70.85 | |
| ACMM2021.11 | 57.27 | — | — | — | — | — | — | — | — | — | — | 69.24 | 51.45 | 46.97 | 63.2 | 55.07 | 57.64 | 60.08 | 54.48 | — | — | |
| ACMMMethod Type=traditional method, Training dataset=DTU (training set only)2021.12 | 57.27 | — | — | — | — | — | — | — | — | — | — | 69.24 | 51.45 | 46.97 | 63.2 | 55.07 | 57.64 | 60.08 | 54.48 | — | — | |
| CasMVSNet2021.08 | 56.84 | — | — | — | — | — | — | — | — | — | 40.38 | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | |
| CasMVSNet2021.11 | 56.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.62 | 74.01 | |
| CasMVSNet2021.11 | 56.84 | — | — | — | — | — | — | — | — | — | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | |
| CasMVSNetTraining dataset=DTU (training set only)2021.12 | 56.84 | — | — | — | — | — | — | — | — | — | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | |
| CasMVSNet2022.01 | 56.84 | — | — | — | — | — | — | — | — | — | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | |
| CasMVSNet2023.04 | 56.84 | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | — | — | — | — | — | — | — | — | — | |
| CasMVSNet2023.09 | 56.84 | — | — | — | — | — | — | — | — | — | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | |
| CasMVSNet2024.01 | 56.84 | — | 76.37 | 58.45 | 46.26 | 55.81 | 56.11 | 54.06 | 58.18 | 49.51 | — | — | — | — | — | — | — | — | — | — | — | |
| IB-MVS2021.11 | 56.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.71 | 72.64 | |
| PCF-MVS2021.11 | 55.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.82 | 65.68 | |
| LANet2021.11 | 55.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.62 | 75.68 | |
| P-MVSNet2021.08 | 55.62 | — | — | — | — | — | — | — | — | — | 43.12 | 70.04 | 44.64 | 40.22 | 65.2 | 55.08 | 55.17 | 60.37 | 54.29 | — | — | |
| P-MVSNet2021.11 | 55.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.93 | 63.82 | |
| P-MVSNet2022.01 | 55.62 | — | — | — | — | — | — | — | — | — | — | 70.04 | 44.64 | 40.22 | 65.2 | 55.08 | 55.17 | 60.37 | 54.29 | — | — | |
| P-MVSNet2023.04 | 55.62 | — | 70.04 | 44.64 | 40.22 | 65.2 | 55.08 | 55.17 | 60.37 | 54.29 | — | — | — | — | — | — | — | — | — | — | — | |
| P-MVSNet2023.09 | 55.62 | — | — | — | — | — | — | — | — | — | — | 70.04 | 44.64 | 40.22 | 65.2 | 55.08 | 55.17 | 60.37 | 54.29 | — | — | |
| UCS-Net2021.11 | 54.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.66 | 70.34 | |
| UCSNetTraining dataset=DTU (training set only)2021.12 | 54.83 | — | — | — | — | — | — | — | — | — | — | 76.09 | 53.16 | 43.03 | 54 | 55.6 | 51.49 | 57.38 | 47.89 | — | — | |
| UCS-Net2022.01 | 54.83 | — | — | — | — | — | — | — | — | — | — | 76.09 | 53.16 | 43.03 | 54 | 55.6 | 51.49 | 57.38 | 47.89 | — | — | |
| PVA-MVSNet2021.08 | 54.46 | — | — | — | — | — | — | — | — | — | 56.62 | 69.36 | 46.8 | 46.01 | 55.74 | 57.23 | 54.75 | 56.7 | 49.06 | — | — | |
| PVA-MVSNetTraining dataset=modified version of DTU2021.12 | 54.46 | — | — | — | — | — | — | — | — | — | — | 69.36 | 46.8 | 46.01 | 55.74 | 57.23 | 54.75 | 56.7 | 49.06 | — | — | |
| CVP-MVSNet2021.08 | 54.03 | — | — | — | — | — | — | — | — | — | 55.12 | 76.5 | 47.74 | 36.34 | 55.12 | 57.28 | 54.28 | 57.43 | 47.54 | — | — | |
| CVP-MVSNet2021.11 | 54.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.41 | 60.19 | |
| CVP-MVSNetTraining dataset=modified version of DTU2021.12 | 54.03 | — | — | — | — | — | — | — | — | — | — | 76.5 | 47.74 | 36.34 | 55.12 | 57.28 | 54.28 | 57.43 | 47.54 | — | — | |
| CVP-MVSNet2022.01 | 54.03 | — | — | — | — | — | — | — | — | — | — | 76.5 | 47.74 | 36.34 | 55.12 | 57.28 | 54.28 | 57.43 | 47.54 | — | — | |
| CVP-MVSNet2023.04 | 54.03 | — | 76.5 | 47.74 | 36.34 | 55.12 | 57.28 | 54.28 | 57.43 | 47.54 | — | — | — | — | — | — | — | — | — | — | — | |
| PatchMatchNet2021.11 | 53.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.64 | 69.37 | |
| PatchmatchNet2021.11 | 53.15 | — | — | — | — | — | — | — | — | — | — | 66.99 | 52.64 | 43.24 | 54.87 | 52.87 | 49.54 | 54.21 | 50.81 | — | — | |
| PatchmatchNet2022.01 | 53.15 | — | — | — | — | — | — | — | — | — | — | 66.99 | 52.64 | 43.24 | 54.87 | 52.87 | 49.54 | 54.21 | 50.81 | — | — | |
| PatchmatchNet2023.04 | 53.15 | — | 66.99 | 52.64 | 43.24 | 54.87 | 52.87 | 49.54 | 54.21 | 50.81 | — | — | — | — | — | — | — | — | — | — | — | |
| PatchmatchNet2023.09 | 53.15 | — | — | — | — | — | — | — | — | — | — | 66.99 | 52.64 | 43.24 | 54.87 | 52.87 | 49.54 | 54.21 | 50.81 | — | — | |
| Dense R-MVSNet2021.08 | 50.55 | — | — | — | — | — | — | — | — | — | 83.5 | 73.01 | 54.46 | 43.42 | 43.88 | 46.8 | 46.69 | 50.87 | 45.25 | — | — | |
| R-MVSNet2021.11 | 50.55 | — | — | — | — | — | — | — | — | — | — | 73.01 | 54.46 | 43.42 | 43.88 | 46.8 | 46.69 | 50.87 | 45.25 | — | — | |
| R-MVSNet2023.09 | 50.55 | — | — | — | — | — | — | — | — | — | — | 73.01 | 54.46 | 43.42 | 43.88 | 46.8 | 46.69 | 50.87 | 45.25 | — | — | |
| R-MVSNet2021.11 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.74 | 57.6 | |
| Point-MVSNet2021.08 | 48.27 | — | — | — | — | — | — | — | — | — | 93.88 | 61.79 | 41.15 | 34.2 | 50.79 | 51.97 | 50.85 | 52.38 | 43.06 | — | — | |
| Point-MVSNet2022.01 | 48.27 | — | — | — | — | — | — | — | — | — | — | 61.79 | 41.15 | 34.2 | 50.79 | 51.97 | 50.85 | 52.38 | 43.06 | — | — | |
| Point-MVSNet2023.04 | 48.27 | — | 61.79 | 41.15 | 34.2 | 50.79 | 51.97 | 50.85 | 52.38 | 43.06 | — | — | — | — | — | — | — | — | — | — | — | |
| Point-MVSNet2023.09 | 48.27 | — | — | — | — | — | — | — | — | — | — | 61.79 | 41.15 | 34.2 | 50.79 | 51.97 | 50.85 | 52.38 | 43.06 | — | — | |
| Fast-MVSNetTraining dataset=DTU (training set only)2021.12 | 47.39 | — | — | — | — | — | — | — | — | — | — | 65.18 | 39.59 | 34.98 | 47.81 | 49.16 | 46.2 | 53.27 | 42.91 | — | — | |
| CIDER2021.08 | 46.76 | — | — | — | — | — | — | — | — | — | 95 | 56.79 | 32.39 | 29.89 | 54.67 | 53.46 | 53.51 | 50.48 | 42.85 | — | — | |
| MVSNetFine-tuning=false2018.04 | 43.48 | — | — | — | — | — | — | — | — | — | 3 | 55.99 | 28.55 | 25.07 | 50.79 | 53.96 | 50.86 | 47.9 | 34.69 | — | — | |
| MVSNet2023.04 | 43.48 | — | 55.99 | 28.55 | 25.07 | 50.79 | 53.96 | 50.86 | 47.9 | 34.69 | — | — | — | — | — | — | — | — | — | — | — | |
| Pix4D2018.04 | 43.24 | — | — | — | — | — | — | — | — | — | 3.12 | 64.45 | 31.91 | 26.43 | 54.41 | 50.58 | 35.37 | 47.78 | 34.96 | — | — | |
| COLMAP2018.04 | 42.14 | — | — | — | — | — | — | — | — | — | 3.5 | 50.41 | 22.25 | 25.63 | 56.43 | 44.83 | 46.97 | 48.53 | 42.04 | — | — |