Gait Recognition on CASIA-B BG (Bag) (BG#1-2 probe)
96.2Mean AccuracyMCAT
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MCATResolution=128 x 882022.04 | 96.2 | 95.9 | 97.1 | 97.8 | 97.2 | 95.1 | 93 | 96.1 | 97.5 | 98 | 97.4 | 93.8 | 1.7 | |
| GaitEdge*Input Modality=RGB, Silhouettes Source=re-segmented CASIA-B*2023.04 | 96.1 | 95.3 | 97.4 | 98.4 | 97.6 | 94.3 | 90.6 | 93.1 | 97.8 | 99.1 | 98 | 95 | — | |
| HSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 95.9 | 95 | 96.5 | 97.3 | 96.6 | 95.3 | 93.3 | 94.6 | 96.8 | 98.6 | 97.7 | 92.9 | 1.7 | |
| GaitRefInput Modality=Skeleton2023.04 | 95.9 | 94.4 | 96.4 | 97.3 | 96.8 | 96.2 | 92.2 | 94.4 | 97.2 | 98.7 | 97.9 | 93.3 | — | |
| STARResolution=128 x 882022.04 | 95.6 | 93.6 | 98 | 98.3 | 96.1 | 93.9 | 91.7 | 94.8 | 97.6 | 98.2 | 97.5 | 91.8 | 2.4 | |
| 3DLocalResolution=128 x 882022.04 | 95.5 | 94.7 | 98.7 | 98.8 | 97.5 | 93.3 | 91.7 | 92.8 | 96.5 | 98.1 | 97.3 | 90.7 | 2.9 | |
| MetaGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 95.2 | 92.9 | 96.7 | 97.1 | 96.4 | 94.7 | 90.4 | 92.9 | 97.2 | 98.5 | 98.1 | 92.3 | 2.6 | |
| GaitMixInput Modality=Skeleton2023.04 | 95.2 | 94.4 | 96.7 | 96.8 | 96.1 | 94.3 | 90.4 | 93.5 | 97.4 | 98 | 97.2 | 92.2 | — | |
| MCATResolution=64 x 442022.04 | 94.8 | 94.6 | 97.5 | 97 | 95.7 | 92 | 90.2 | 91.9 | 96.2 | 97.9 | 97.2 | 92.5 | 2.7 | |
| LagrangeGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 94.6 | 94.2 | 96.2 | 96.8 | 95.8 | 94.3 | 89.5 | 91.7 | 96.8 | 98 | 97 | 90.9 | 2.7 | |
| GaitGLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 94.5 | 92.6 | 96.6 | 96.8 | 95.5 | 93.5 | 89.3 | 92.2 | 96.5 | 98.2 | 96.9 | 91.5 | 2.8 | |
| GaitGLResolution=64 x 442022.04 | 94.5 | 92.6 | 96.6 | 96.8 | 95.5 | 93.5 | 89.3 | 92.2 | 96.5 | 98.2 | 96.9 | 91.5 | 2.8 | |
| GaitGL2023.04 | 94.4 | 93 | 95.7 | 97 | 95.9 | 93.3 | 90 | 91.9 | 96.8 | 97.5 | 96.9 | 90.7 | — | |
| 3D LocalGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 94.3 | 92.9 | 95.9 | 97.8 | 96.2 | 93 | 87.8 | 92.7 | 96.3 | 97.9 | 98 | 88.5 | 3.5 | |
| 3DLocalResolution=64 x 442022.04 | 94.3 | 92.9 | 95.9 | 97.8 | 96.2 | 93 | 87.8 | 92.7 | 96.3 | 97.9 | 98 | 88.5 | 3.5 | |
| GaitBaseResolution=64 x 442022.04 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLNResolution=128 x 882022.04 | 94 | 91.1 | 97.7 | 97.8 | 95.2 | 92.5 | 91.2 | 92.4 | 96 | 97.5 | 95 | 88.1 | 3.2 | |
| STARResolution=64 x 442022.04 | 93.9 | 92.3 | 96.7 | 97.1 | 95.6 | 92.6 | 88.5 | 92.3 | 96 | 97 | 95.7 | 89 | 3 | |
| CSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 93.6 | 91.7 | 96.5 | 97 | 95.4 | 90.9 | 88 | 91.5 | 95.8 | 97 | 95.5 | 90.3 | 3 | |
| CSTL2023.04 | 93.6 | 91.7 | 96.5 | 97 | 95.4 | 90.9 | 88 | 91.5 | 95.8 | 97 | 95.5 | 90.3 | — | |
| GaitTransformerResolution=64 x 442022.04 | 93.5 | 89.9 | 94.5 | 95.9 | 94.6 | 93.9 | 88.8 | 91.1 | 96.3 | 98.1 | 97.3 | 88.9 | 3.7 | |
| LagrangeResolution=64 x 442022.04 | 93.5 | 89.9 | 94.5 | 95.9 | 94.6 | 93.9 | 88 | 91.1 | 96.3 | 98.1 | 97.3 | 88.9 | 3.2 | |
| MvModelGaitInput Camera Viewpoints Requirement=Required2023.04 | 93.4 | 93.9 | 92.5 | 92.9 | 94.1 | 93.4 | 93.4 | 95 | 94.7 | 92.9 | 93.1 | 92.1 | — | |
| GLN2023.04 | 93.1 | 92.2 | 95.6 | 96.7 | 94.3 | 91.8 | 87.8 | 91.4 | 95.1 | 96.3 | 95.7 | 87.2 | — | |
| ModelGait2023.04 | 93.1 | 94.8 | 92.9 | 93.8 | 94.5 | 93.1 | 92.6 | 94 | 94.5 | 89.7 | 93.6 | 90.4 | — | |
| GaitPartGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 91.5 | 89.1 | 94.8 | 96.7 | 95.1 | 88.3 | 84.9 | 89 | 93.5 | 96.1 | 93.8 | 85.8 | 4.2 | |
| GaitPartResolution=64 x 442022.04 | 91.5 | 89.1 | 94.8 | 96.7 | 95.1 | 88.3 | 84.9 | 89 | 93.5 | 96.1 | 93.8 | 85.8 | 4.2 | |
| GaitPart2023.04 | 91.2 | 89.5 | 94.5 | 95.3 | 93.5 | 88.5 | 83.9 | 89 | 93.6 | 96 | 94.1 | 85.3 | — | |
| GaitSetResolution=64 x 442022.04 | 90.8 | 86.7 | 94.2 | 95.7 | 93.4 | 88.9 | 85.5 | 89 | 91.7 | 94.5 | 95.9 | 83.3 | 4.4 | |
| GaitSet2023.04 | 90.1 | 87 | 93.8 | 94.6 | 92.9 | 88.2 | 83 | 86.6 | 92.6 | 95.7 | 92.9 | 83.4 | — | |
| GaitSetTraining Setting=LT, Training Subjects Count=742018.11 | 87.2 | 83.8 | 91.2 | 91.8 | 88.8 | 83.3 | 81 | 84.1 | 90 | 92.2 | 94.4 | 79 | — | |
| GaitSetGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 87.2 | 83.8 | 91.2 | 91.8 | 88.8 | 83.3 | 81 | 84.1 | 90 | 92.2 | 94.4 | 79 | 4.9 | |
| GaitNet2023.04 | 85.7 | 83 | 87.8 | 88.3 | 93.3 | 82.6 | 74.8 | 89.5 | 91 | 86.1 | 81.2 | 85.6 | — | |
| GaitMixerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 85.6 | 83.5 | 85.6 | 88.1 | 89.7 | 85.2 | 87.4 | 84 | 84.7 | 84.6 | 87 | 81.4 | — | |
| GaitSetTraining Setting=MT, Training Subjects Count=622018.11 | 84.3 | 79.9 | 89.8 | 91.2 | 86.7 | 81.6 | 76.7 | 81 | 88.2 | 90.3 | 88.5 | 73 | — | |
| GaitFormerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 81.4 | 82.5 | 83.2 | 85.7 | 85.7 | 84.2 | 80.2 | 78.9 | 82.6 | 82.2 | 78.6 | 71.3 | — | |
| GaitGraphGallery=NM#1-4, Identical-view exclusion=true2022.10 | 74.8 | 75.8 | 76.7 | 75.9 | 76.1 | 71.4 | 73.9 | 78 | 74.7 | 75.4 | 75.4 | 69.2 | — | |
| GaitGraphGallery=NM#1-4, Probe condition=Carrying Bag, Excluding identical-view cases=true2021.01 | 74.8 | 75.8 | 76.7 | 75.9 | 76.1 | 71.4 | 73.9 | 78 | 74.7 | 75.4 | 75.4 | 69.2 | — | |
| GaitGraph2023.04 | 74.8 | 75.8 | 76.7 | 75.9 | 76.1 | 71.4 | 73.9 | 78 | 74.7 | 75.4 | 75.4 | 69.2 | — | |
| GaitGraph2Gallery=NM#1-4, Identical-view exclusion=true2022.10 | 73.2 | 69.9 | 75.9 | 78.1 | 79.3 | 71.4 | 71.7 | 74.3 | 76.2 | 73.2 | 73.4 | 61.7 | — | |
| CNN-LBTraining Setting=LT, Training Subjects Count=742018.11 | 72.4 | 64.2 | 80.6 | 82.7 | 76.9 | 64.8 | 63.1 | 68 | 76.9 | 82.2 | 75.4 | 61.3 | — | |
| CNN-LB2023.04 | 72.4 | 64.2 | 80.6 | 82.7 | 76.9 | 64.8 | 63.1 | 68 | 76.9 | 82.2 | 75.4 | 61.3 | — | |
| GaitSetTraining Setting=ST, Training Subjects Count=242018.11 | 68.6 | 55.8 | 70.5 | 76.9 | 75.5 | 69.7 | 63.4 | 68 | 75.8 | 76.2 | 70.7 | 52.5 | — | |
| MGANTraining Setting=MT, Training Subjects Count=622018.11 | 54.7 | 48.5 | 58.5 | 59.7 | 58 | 53.7 | 49.8 | 54 | 61.3 | 59.5 | 55.9 | 43.1 | — | |
| PoseGaitGallery=NM#1-4, Identical-view exclusion=true2022.10 | 44.5 | 35.3 | 47.2 | 52.4 | 46.9 | 45.5 | 43.9 | 46.1 | 48.1 | 49.4 | 43.6 | 31.1 | — | |
| PoseGaitGallery=NM#1-4, Probe condition=Carrying Bag, Excluding identical-view cases=true2021.01 | 44.5 | 35.3 | 47.2 | 52.4 | 46.9 | 45.5 | 43.9 | 46.1 | 48.1 | 49.4 | 43.6 | 31.1 | — | |
| PoseGait2023.04 | 44.5 | 35.3 | 47.2 | 52.4 | 46.9 | 45.5 | 43.9 | 46.1 | 48.1 | 49.4 | 43.6 | 31.1 | — | |
| AETraining Setting=MT, Training Subjects Count=622018.11 | 37.2 | 29.8 | 37.7 | 39.2 | 40.5 | 43.8 | 37.5 | 43 | 42.7 | 36.3 | 30.6 | 28.5 | — |