Gait Recognition on CASIA-B CL (Coat) #1-2 (probe)
94.3Mean AccuracyTriGait
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TriGaitFeature Extractor Type=3-D convolution2024.04 | 94.3 | 91.7 | 93.2 | 96.9 | 97 | 95.2 | 94 | 94.6 | 95.3 | 94.1 | 94.1 | 90.8 | — | |
| GaitSTRInput Modality=Skeletons and Silhouettes, Feature Extractor Type=2-D convolution2024.04 | 89.6 | 83.8 | 94 | 94.9 | 94.3 | 90.7 | 85.5 | 89.2 | 91.8 | 92.8 | 90.7 | 78.2 | — | |
| HSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 88.9 | 82.4 | 94.2 | 95 | 91.7 | 88.2 | 83.3 | 88 | 92.3 | 93.1 | 91 | 78.5 | 5.1 | |
| MCATResolution=128 x 882022.04 | 88.7 | 84.2 | 92.6 | 93.4 | 89.9 | 85.2 | 87.4 | 90.6 | 92.3 | 90.8 | 82.2 | 82.2 | 3.7 | |
| GaitRefFeature Extractor Type=2-D convolution2024.04 | 88 | 81.4 | 93.3 | 94.3 | 91.6 | 87.8 | 83.9 | 88.5 | 91.7 | 91.6 | 89.1 | 75 | — | |
| GaitRefInput Modality=Skeleton2023.04 | 88 | 81.4 | 93.3 | 94.3 | 91.6 | 87.8 | 83.9 | 88.5 | 91.7 | 91.6 | 89.1 | 75 | — | |
| GaitTransformerResolution=64 x 442022.04 | 87.1 | 81.5 | 91.9 | 92.2 | 91.2 | 85.9 | 83.1 | 86.8 | 90.7 | 90.4 | 89 | 75.6 | 5 | |
| STARResolution=128 x 882022.04 | 87.1 | 91 | 92.9 | 89.9 | 87.1 | 86.2 | 81.9 | 87 | 92.4 | 94.2 | 90 | 74.7 | 6.2 | |
| MetaGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 86.9 | 80 | 91.8 | 93 | 87.8 | 86.5 | 82.9 | 85.2 | 90 | 90.8 | 89.3 | 78.4 | 4.6 | |
| LagrangeResolution=64 x 442022.04 | 86.6 | 81.6 | 91 | 94.8 | 92.2 | 85.5 | 82.1 | 86 | 89.8 | 90.6 | 86 | 73.5 | 5.7 | |
| GaitEdge*Input Modality=RGB frames and re-segmented silhouettes, Feature Extractor Type=2-D convolution2024.04 | 86.4 | 84.3 | 92.8 | 94.3 | 92.2 | 84.6 | 83 | 83 | 87.5 | 87.4 | 85.9 | 75 | — | |
| GaitEdge*Input Modality=RGB, Silhouettes Source=re-segmented CASIA-B*2023.04 | 86.4 | 84.3 | 92.8 | 94.3 | 92.2 | 84.6 | 83 | 83 | 87.5 | 87.4 | 85.9 | 75 | — | |
| GaitMixFeature Extractor Type=2-D convolution2024.04 | 85.8 | 79.2 | 89.5 | 94.2 | 90 | 84.9 | 80.3 | 85.2 | 89.2 | 90.3 | 86.9 | 73.7 | — | |
| GaitMixInput Modality=Skeleton2023.04 | 85.8 | 79.2 | 89.5 | 94.2 | 90 | 84.9 | 80.3 | 85.2 | 89.2 | 90.3 | 86.9 | 73.7 | — | |
| LagrangeGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 85.1 | 77.4 | 90.6 | 93.2 | 90.2 | 84.7 | 80.3 | 85.2 | 87.7 | 89.3 | 86.6 | 71 | 6.3 | |
| GaitMixerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 84.5 | 81.2 | 83.6 | 82.3 | 83.5 | 84.5 | 84.8 | 86.9 | 88.9 | 87 | 85.7 | 81.6 | — | |
| MCATResolution=64 x 442022.04 | 84.5 | 78.5 | 90.5 | 91.6 | 86.9 | 84.4 | 80.8 | 83.3 | 87.5 | 88 | 85 | 73 | 5.5 | |
| 3DLocalResolution=128 x 882022.04 | 84.5 | 78.5 | 88.9 | 91 | 89.2 | 83.7 | 80.5 | 83.2 | 84.3 | 87.9 | 87.1 | 74.7 | 5 | |
| CSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 84.2 | 78.1 | 89.4 | 91.6 | 86.6 | 82.1 | 79.9 | 81.8 | 86.3 | 88.7 | 86.6 | 75.3 | 4.9 | |
| CSTLFeature Extractor Type=2-D convolution2024.04 | 84.2 | 78.1 | 89.4 | 91.6 | 86.6 | 82.1 | 79.9 | 81.8 | 86.3 | 88.7 | 86.6 | 75.3 | — | |
| CSTL2023.04 | 84.2 | 78.1 | 89.4 | 91.6 | 86.6 | 82.1 | 79.9 | 81.8 | 86.3 | 88.7 | 86.6 | 75.3 | — | |
| STARResolution=64 x 442022.04 | 84 | 77.9 | 89.5 | 92.1 | 88.2 | 83.1 | 80.8 | 83.3 | 86.5 | 88.7 | 85.8 | 68.3 | 6.3 | |
| 3D LocalGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 83.7 | 78.2 | 90.2 | 92 | 87.1 | 83 | 76.8 | 83.1 | 86.6 | 86.8 | 84.1 | 70.9 | 6.2 | |
| 3DLocalResolution=64 x 442022.04 | 83.7 | 78.2 | 90.2 | 92 | 87.1 | 83 | 76.8 | 83.1 | 86.6 | 86.8 | 84.1 | 70.9 | 6.2 | |
| GaitGLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 83.6 | 76.6 | 90 | 90.3 | 87.1 | 84.5 | 79 | 84.1 | 87 | 87.3 | 84.4 | 69.5 | 6.3 | |
| GaitGLResolution=64 x 442022.04 | 83.6 | 76.6 | 90 | 90.3 | 87.1 | 84.5 | 79 | 84.1 | 87 | 87.3 | 84.4 | 69.5 | 6.3 | |
| GaitGLFeature Extractor Type=2-D convolution2024.04 | 83.5 | 71.7 | 90.5 | 92.4 | 89.4 | 84.9 | 78.1 | 83.1 | 87.5 | 89.1 | 83.9 | 67.4 | — | |
| GaitGL2023.04 | 83.5 | 71.7 | 90.5 | 92.4 | 89.4 | 84.9 | 78.1 | 83.1 | 87.5 | 89.1 | 83.9 | 67.4 | — | |
| GLNFeature Extractor Type=2-D convolution2024.04 | 81.5 | 78.5 | 90.4 | 90.3 | 85.1 | 80.2 | 75.8 | 78.1 | 81.8 | 80.9 | 83.2 | 72.6 | — | |
| GLN2023.04 | 81.5 | 78.5 | 90.4 | 90.3 | 85.1 | 80.2 | 75.8 | 78.1 | 81.8 | 80.9 | 83.2 | 72.6 | — | |
| MvModelGaitCamera viewpoints requirement=Required, Feature Extractor Type=2-D convolution2024.04 | 80.7 | 77 | 80 | 83.5 | 86.1 | 84.5 | 84.9 | 80.6 | 80.4 | 77.4 | 76.6 | 76.9 | — | |
| MvModelGaitInput Camera Viewpoints Requirement=Required2023.04 | 80.7 | 77 | 80 | 83.5 | 86.1 | 84.5 | 84.9 | 80.6 | 80.4 | 77.4 | 76.6 | 76.9 | — | |
| GaitPartGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 78.7 | 70.7 | 85.5 | 86.9 | 83.3 | 77.1 | 72.5 | 76.9 | 82.2 | 83.8 | 80.2 | 66.5 | 6.6 | |
| GaitPartResolution=64 x 442022.04 | 78.7 | 70.7 | 85.5 | 86.9 | 83.3 | 77.1 | 72.5 | 76.9 | 82.2 | 83.8 | 80.2 | 66.5 | 6.6 | |
| GaitPartFeature Extractor Type=2-D convolution2024.04 | 78.6 | 72.5 | 82.8 | 86 | 82.2 | 79.5 | 71 | 77.7 | 80.8 | 82.9 | 81.4 | 67.7 | — | |
| GaitPart2023.04 | 78.6 | 72.5 | 82.8 | 86 | 82.2 | 79.5 | 71 | 77.7 | 80.8 | 82.9 | 81.4 | 67.7 | — | |
| ModelGaitFeature Extractor Type=2-D convolution2024.04 | 77.6 | 78.2 | 81 | 82.1 | 82.8 | 80.3 | 76.9 | 75.5 | 77.4 | 72.3 | 73.5 | 74.2 | — | |
| ModelGait2023.04 | 77.6 | 78.2 | 81 | 82.1 | 82.8 | 80.3 | 76.9 | 75.5 | 77.4 | 72.3 | 73.5 | 74.2 | — | |
| GLNResolution=128 x 882022.04 | 77.5 | 70.6 | 82.4 | 85.2 | 82.7 | 79.2 | 76.4 | 76.2 | 78.9 | 77.9 | 78.7 | 64.3 | 5.8 | |
| GaitBaseResolution=64 x 442022.04 | 77.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaitFormerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 77.2 | 76.1 | 80.3 | 81 | 78.2 | 77.7 | 76.6 | 77.4 | 75.8 | 76.5 | 75.7 | 77.2 | — | |
| GaitSetFeature Extractor Type=2-D convolution2024.04 | 75.1 | 71 | 82.6 | 84 | 80 | 71.7 | 69.1 | 72.1 | 76.7 | 78.5 | 77.2 | 63.4 | — | |
| GaitSet2023.04 | 75.1 | 71 | 82.6 | 84 | 80 | 71.7 | 69.1 | 72.1 | 76.7 | 78.5 | 77.2 | 63.4 | — | |
| GaitSetTraining Setting=LT, Training Subjects Count=742018.11 | 70.4 | 61.4 | 75.4 | 80.7 | 77.3 | 72.1 | 70.1 | 71.5 | 73.5 | 73.5 | 68.4 | 50 | — | |
| GaitSetGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 70.4 | 61.4 | 75.4 | 80.7 | 77.3 | 72.1 | 70.1 | 71.5 | 73.5 | 73.5 | 68.4 | 50 | 8 | |
| GaitSetResolution=64 x 442022.04 | 70.3 | 59.5 | 75 | 78.3 | 74.6 | 71.4 | 71.3 | 70.8 | 74.1 | 74.6 | 69.4 | 54.1 | 7.2 | |
| GaitGraphGallery=NM#1-4, Identical-view exclusion=true2022.10 | 66.3 | 69.6 | 66.1 | 68.8 | 67.2 | 64.5 | 62 | 69.5 | 65.6 | 65.7 | 66.1 | 64.3 | — | |
| GaitGraphFeature Extractor Type=2-D convolution2024.04 | 66.3 | 69.6 | 66.1 | 68.8 | 67.2 | 64.5 | 62 | 69.5 | 65.6 | 65.7 | 66.1 | 64.3 | — | |
| GaitGraph2023.04 | 66.3 | 69.6 | 66.1 | 68.8 | 67.2 | 64.5 | 62 | 69.5 | 65.6 | 65.7 | 66.1 | 64.3 | — | |
| GaitGraph2Gallery=NM#1-4, Identical-view exclusion=true2022.10 | 63.6 | 57.1 | 61.1 | 68.9 | 66 | 67.8 | 65.4 | 68.1 | 67.2 | 63.7 | 63.6 | 50.4 | — | |
| GaitSetTraining Setting=MT, Training Subjects Count=622018.11 | 62.5 | 52 | 66 | 72.8 | 69.3 | 63.1 | 61.2 | 63.5 | 66.5 | 67.5 | 60 | 45.9 | — | |
| ReverseMaskGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 61.7 | 50.2 | 65.4 | 70.8 | 69 | 63 | 58 | 63.3 | 67.6 | 66.2 | 61.6 | 43.2 | — | |
| GaitNetFeature Extractor Type=2-D convolution2024.04 | 58.9 | 42.1 | 58.2 | 65.1 | 70.7 | 68 | 70.6 | 65.3 | 69.4 | 51.5 | 50.1 | 36.6 | — | |
| GaitNet2023.04 | 58.9 | 42.1 | 58.2 | 65.1 | 70.7 | 68 | 70.6 | 65.3 | 69.4 | 51.5 | 50.1 | 36.6 | — | |
| GaitGLGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 57.4 | 46.9 | 58.7 | 66.6 | 65.4 | 58.3 | 54.1 | 59.5 | 62.7 | 61.3 | 57.1 | 40.6 | — | |
| CNN-LBTraining Setting=LT, Training Subjects Count=742018.11 | 54 | 37.7 | 57.2 | 66.6 | 61.1 | 55.2 | 54.6 | 55.2 | 59.1 | 58.9 | 48.8 | 39.4 | — | |
| CNN-LB2023.04 | 54 | 37.7 | 57.2 | 66.6 | 61.1 | 55.2 | 54.6 | 55.2 | 59.1 | 58.9 | 48.8 | 39.4 | — | |
| GaitSetTraining Setting=ST, Training Subjects Count=242018.11 | 40.9 | 29.4 | 43.1 | 49.5 | 48.7 | 42.3 | 40.3 | 44.9 | 47.4 | 43 | 35.7 | 25.6 | — | |
| GaitSetGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 40.9 | 29.4 | 43.1 | 49.5 | 48.7 | 42.3 | 40.3 | 44.9 | 47.4 | 43 | 35.7 | 25.6 | — | |
| PoseGaitGallery=NM#1-4, Identical-view exclusion=true2022.10 | 36 | 24.3 | 29.7 | 41.3 | 38.8 | 38.2 | 38.5 | 41.6 | 44.9 | 42.2 | 33.4 | 22.5 | — | |
| PoseGaitFeature Extractor Type=2-D convolution2024.04 | 36 | 24.3 | 29.7 | 41.3 | 38.8 | 38.2 | 38.5 | 41.6 | 44.9 | 42.2 | 33.4 | 22.5 | — | |
| PoseGait2023.04 | 36 | 24.3 | 29.7 | 41.3 | 38.8 | 38.2 | 38.5 | 41.6 | 44.9 | 42.2 | 33.4 | 22.5 | — | |
| MGANTraining Setting=MT, Training Subjects Count=622018.11 | 31.5 | 23.1 | 34.5 | 36.3 | 33.3 | 32.9 | 32.7 | 34.2 | 37.6 | 33.7 | 26.7 | 21 | — | |
| AETraining Setting=MT, Training Subjects Count=622018.11 | 24.2 | 18.7 | 21 | 25 | 25.1 | 25 | 26.3 | 28.7 | 30 | 23.6 | 23.4 | 19 | — |