Gait Recognition on CASIA-B NM (Normal) (NM#5-6 probe)
99.3Acc (54°)3DLocal
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3DLocalResolution=128 x 882022.04 | 99.3 | 97.8 | 99.4 | 99.7 | 97.5 | 96 | 98.3 | 99.1 | 99.9 | 99.2 | 94.6 | 98.3 | 1.7 | |
| LSTCNSetting=MT2026.05 | 99.2 | 93.2 | 93.7 | 92.3 | 98.4 | 91.6 | 97.7 | 99.4 | 97 | 89.5 | 95.4 | 95.4 | — | |
| MetaGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 99.1 | 97.3 | 99.2 | 99.5 | 97.2 | 95.5 | 97.6 | 99.1 | 99.3 | 99.1 | 96.7 | 98.1 | 1.3 | |
| MCATResolution=64 x 442022.04 | 99.1 | 97.7 | 99.3 | 99.4 | 97.3 | 96.1 | 98.5 | 99.7 | 99.7 | 99.2 | 96.9 | 98.5 | 1.2 | |
| 3D LocalGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 98.9 | 96 | 99 | 99.5 | 97.1 | 94.2 | 96.3 | 99 | 98.8 | 98.5 | 95.2 | 97.5 | 1.8 | |
| 3DLocalResolution=64 x 442022.04 | 98.9 | 96 | 99 | 99.5 | 97.1 | 94.2 | 96.3 | 99 | 98.8 | 98.5 | 95.2 | 97.5 | 1.8 | |
| MCATResolution=128 x 882022.04 | 98.9 | 97.6 | 99.4 | 99.3 | 97.9 | 97.9 | 98.9 | 99.8 | 99.9 | 99.6 | 96.7 | 98.7 | 1 | |
| GaitPartFeature Extractor Type=2-D convolution2024.04 | 98.8 | 94 | 98.7 | 99.3 | 94.8 | 92.6 | 96.4 | 98.3 | 99 | 97.4 | 91.2 | 96.4 | — | |
| MvModelGaitCamera viewpoints requirement=Required, Feature Extractor Type=2-D convolution2024.04 | 98.8 | 97.5 | 97.6 | 98.6 | 97.7 | 98.9 | 98.9 | 97.3 | 97.6 | 97.8 | 97.9 | 98.1 | — | |
| GaitPart2023.04 | 98.8 | 94 | 98.7 | 99.3 | 94.8 | 92.6 | 96.4 | 98.3 | 99 | 97.4 | 91.2 | 96.4 | — | |
| MvModelGaitInput Camera Viewpoints Requirement=Required2023.04 | 98.8 | 97.5 | 97.6 | 98.6 | 97.7 | 98.9 | 98.9 | 97.3 | 97.6 | 97.8 | 97.9 | 98.1 | — | |
| GLNResolution=128 x 882022.04 | 98.7 | 93.2 | 99.3 | 99.5 | 96.1 | 95.6 | 97.2 | 98.1 | 99.3 | 98.6 | 90.1 | 96.9 | 3 | |
| GaitPartGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 98.5 | 94.1 | 98.6 | 99.3 | 94 | 92.3 | 95.9 | 98.4 | 99.2 | 97.8 | 90.4 | 96.2 | 3.1 | |
| GaitPartResolution=64 x 442022.04 | 98.5 | 94.1 | 98.6 | 99.3 | 94 | 92.3 | 95.9 | 98.4 | 99.2 | 98.4 | 90.4 | 96.2 | 3.1 | |
| ModelGaitFeature Extractor Type=2-D convolution2024.04 | 98.4 | 96.9 | 97.1 | 98.5 | 97.7 | 98.2 | 97.6 | 97.6 | 98 | 98.4 | 98.6 | 97.9 | — | |
| ModelGait2023.04 | 98.4 | 96.9 | 97.1 | 98.5 | 97.7 | 98.2 | 97.6 | 97.6 | 98 | 98.4 | 98.6 | 97.9 | — | |
| LagrangeGaitGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 98.3 | 95.7 | 98.1 | 99.1 | 96.4 | 95.2 | 97.5 | 99 | 99.3 | 98.9 | 94.9 | 97.5 | 1.6 | |
| GaitSTRInput Modality=Skeletons and Silhouettes, Feature Extractor Type=2-D convolution2024.04 | 98.3 | 97.2 | 98.4 | 99.2 | 97.6 | 97.8 | 97.9 | 99.3 | 99.3 | 99.3 | 97.6 | 98.4 | — | |
| GaitEdge*Input Modality=RGB frames and re-segmented silhouettes, Feature Extractor Type=2-D convolution2024.04 | 98.3 | 97.2 | 99.1 | 99.2 | 97.3 | 95.5 | 97.1 | 99.4 | 99.3 | 98.5 | 96.4 | 97.9 | — | |
| TriGaitFeature Extractor Type=3-D convolution2024.04 | 98.3 | 97 | 98.6 | 98.3 | 98.4 | 97 | 98.6 | 99 | 98.9 | 98.4 | 97.4 | 98.2 | — | |
| GaitEdge*Input Modality=RGB, Silhouettes Source=re-segmented CASIA-B*2023.04 | 98.3 | 97.2 | 99.1 | 99.2 | 97.3 | 95.5 | 97.1 | 99.4 | 99.3 | 98.5 | 96.4 | 97.9 | — | |
| HSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 98.2 | 97.6 | 98 | 99.6 | 97.4 | 96.5 | 97.9 | 99.3 | 99.4 | 98.4 | 97 | 98.1 | 1 | |
| CSTLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 98.1 | 97.2 | 99 | 99.2 | 96.2 | 95.5 | 97.7 | 98.7 | 99.2 | 98.9 | 96.5 | 97.8 | 1.3 | |
| CSTLFeature Extractor Type=2-D convolution2024.04 | 98.1 | 97.2 | 99 | 99.2 | 96.2 | 95.5 | 97.7 | 98.7 | 99.2 | 98.9 | 96.5 | 97.8 | — | |
| CSTL2023.04 | 98.1 | 97.2 | 99 | 99.2 | 96.2 | 95.5 | 97.7 | 98.7 | 99.2 | 98.9 | 96.5 | 97.8 | — | |
| LagrangeResolution=64 x 442022.04 | 98 | 95.2 | 97.8 | 99 | 96.9 | 94.6 | 96.9 | 98.8 | 98.9 | 98 | 91.5 | 96.9 | 2.2 | |
| STARResolution=128 x 882022.04 | 98 | 95.8 | 98.9 | 99 | 96 | 94.4 | 96.8 | 98.9 | 99.3 | 99.4 | 94.4 | 97.4 | 1.8 | |
| GLNFeature Extractor Type=2-D convolution2024.04 | 98 | 93.8 | 98.5 | 99.2 | 95.2 | 92.9 | 95.4 | 98.5 | 99 | 99.2 | 91.9 | 96.5 | — | |
| GaitMixFeature Extractor Type=2-D convolution2024.04 | 98 | 96.6 | 98.6 | 99.2 | 97.1 | 96.2 | 97.5 | 98.9 | 99.3 | 99 | 94.7 | 97.7 | — | |
| GaitRefFeature Extractor Type=2-D convolution2024.04 | 98 | 97.2 | 98.7 | 99.1 | 97.3 | 97 | 98 | 99.4 | 99.4 | 98.9 | 96.4 | 98.1 | — | |
| GLN2023.04 | 98 | 93.8 | 98.5 | 99.2 | 95.2 | 92.9 | 95.4 | 98.5 | 99 | 99.2 | 91.9 | 96.5 | — | |
| GaitMixInput Modality=Skeleton2023.04 | 98 | 96.6 | 98.6 | 99.2 | 97.1 | 96.2 | 97.5 | 98.9 | 99.3 | 99 | 94.7 | 97.7 | — | |
| GaitRefInput Modality=Skeleton2023.04 | 98 | 97.2 | 98.7 | 99.1 | 97.3 | 97 | 98 | 99.4 | 99.4 | 98.9 | 96.4 | 98.1 | — | |
| GaitGLGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 97.9 | 96 | 98.3 | 99 | 96.9 | 95.4 | 97 | 98.9 | 99.3 | 98.8 | 94 | 97.4 | 1.7 | |
| GaitGLResolution=64 x 442022.04 | 97.9 | 96 | 98.3 | 99 | 96.9 | 95.4 | 97 | 98.9 | 99.3 | 98.8 | 94 | 97.4 | 1.7 | |
| GaitSetResolution=64 x 442022.04 | 97.8 | 91.1 | 99 | 99.9 | 95.1 | 94.5 | 96.1 | 98.1 | 99.2 | 98.1 | 88 | 96.1 | 3.5 | |
| GaitTransformerResolution=64 x 442022.04 | 97.8 | 94.9 | 98.3 | 98.4 | 94.8 | 94.1 | 96.3 | 98.5 | 99 | 98.3 | 90.7 | 96.5 | 2.5 | |
| GaitSetFeature Extractor Type=2-D convolution2024.04 | 97.8 | 91.1 | 98 | 99.6 | 95.4 | 93.8 | 95.7 | 97.5 | 98.1 | 97 | 88.2 | 95.6 | — | |
| GaitGLFeature Extractor Type=2-D convolution2024.04 | 97.8 | 95.3 | 97.9 | 99 | 96.1 | 95.3 | 97.2 | 98.9 | 99.4 | 98.8 | 94.5 | 97.3 | — | |
| GaitSet2023.04 | 97.8 | 91.1 | 98 | 99.6 | 95.4 | 93.8 | 95.7 | 97.5 | 98.1 | 97 | 88.2 | 95.6 | — | |
| GaitGL2023.04 | 97.8 | 95.3 | 97.9 | 99 | 96.1 | 95.3 | 97.2 | 98.9 | 99.4 | 98.8 | 94.5 | 97.3 | — | |
| ReverseMaskGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 97.7 | 93.6 | 98.1 | 98.8 | 95.6 | 93.6 | 95.9 | 98.8 | 98.8 | 96.9 | 92.1 | 96.4 | — | |
| STARResolution=64 x 442022.04 | 97.6 | 96.5 | 98.7 | 99 | 96.1 | 95.4 | 96.8 | 98.6 | 99.1 | 98.9 | 93.9 | 97.3 | 1.6 | |
| GaitSliceSetting=MT2026.05 | 97.5 | 92.2 | 98.9 | 90.3 | 99.2 | 96.6 | 89.4 | 95.3 | 97.3 | 98.4 | 94.2 | 94.2 | — | |
| GaitGLGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 97.3 | 93.9 | 97.6 | 98.8 | 95.2 | 92.7 | 95.6 | 98.1 | 98.5 | 96.5 | 91.2 | 95.9 | — | |
| GaitSetTraining Setting=LT, Training Subjects Count=742018.11 | 96.9 | 90.8 | 97.9 | 99.4 | 93.6 | 91.7 | 95 | 97.8 | 98.9 | 96.8 | 85.8 | 95 | — | |
| GaitSetGallery=NM #1-4, Protocol=Excluding identical-view cases, Evaluation Metric=Rank-1 accuracy (%)2023.07 | 96.9 | 90.8 | 97.9 | 99.4 | 93.6 | 91.7 | 95 | 97.8 | 98.9 | 96.8 | 85.8 | 95 | 3.5 | |
| CNN-EnsembleTraining Setting=LT, Training Subjects Count=742018.11 | 96.4 | 88.7 | 95.1 | 98.2 | 94.1 | 91.5 | 93.9 | 97.5 | 98.4 | 95.8 | 85.6 | 94.1 | — | |
| GaitMixerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 96.3 | 94.4 | 94.9 | 94.6 | 95.3 | 96.3 | 95.3 | 94.7 | 95.3 | 94.7 | 92.2 | 94.9 | — | |
| MT3DSetting=MT2026.05 | 95.7 | 91.9 | 96.4 | 98.5 | 93.8 | 90.8 | 93.9 | 97.3 | 97.9 | 95 | 86.8 | 94.4 | — | |
| GaitNetFeature Extractor Type=2-D convolution2024.04 | 95.6 | 91.2 | 92 | 90.5 | 86.9 | 92.6 | 93.5 | 96 | 90.9 | 88.8 | 89 | 91.6 | — | |
| GaitNet2023.04 | 95.6 | 91.2 | 92 | 90.5 | 86.9 | 92.6 | 93.5 | 96 | 90.9 | 88.8 | 89 | 91.6 | — | |
| CNN-3DTraining Setting=LT, Training Subjects Count=742018.11 | 94.6 | 87.1 | 93.2 | 97 | 90.2 | 88.3 | 91.1 | 93.8 | 96.5 | 96 | 85.7 | 92.1 | — | |
| CNN-LB2023.04 | 94.6 | 83.3 | 92.3 | 96.7 | 91.7 | 89.7 | 92.2 | 94 | 96.3 | 92.3 | 79 | 91.1 | — | |
| GaitSetTraining Setting=MT, Training Subjects Count=622018.11 | 94.5 | 86.8 | 95.2 | 98 | 91.5 | 89.1 | 91.1 | 95 | 97.4 | 93.7 | 80.2 | 92 | — | |
| GaitSetGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 94.5 | 86.8 | 95.2 | 98 | 91.5 | 89.1 | 91.1 | 95 | 97.4 | 93.7 | 80.2 | 92 | — | |
| LSTCNSetting=ST2026.05 | 93.9 | 76.8 | 76.3 | 87.5 | 83.3 | 83.1 | 90.2 | 92.6 | 87.5 | 73.1 | 85 | 85 | — | |
| GaitGLGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 92.7 | 77 | 87.8 | 93.9 | 83.9 | 78.7 | 84.7 | 91.5 | 92.5 | 89.3 | 74.4 | 86 | — | |
| ReverseMaskGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 92.6 | 78.1 | 89.2 | 95.3 | 83.9 | 79.7 | 85.2 | 91.8 | 93.2 | 89.6 | 73.9 | 86.6 | — | |
| GaitGraphGallery=NM#1-4, Identical-view exclusion=true2022.10 | 92.5 | 85.3 | 88.5 | 91 | 87.2 | 86.5 | 88.4 | 89.2 | 87.9 | 85.9 | 81.9 | 87.7 | — | |
| GaitGraphFeature Extractor Type=2-D convolution2024.04 | 92.5 | 85.3 | 88.5 | 91 | 87.2 | 86.5 | 88.4 | 89.2 | 87.9 | 85.9 | 81.9 | 87.7 | — | |
| GaitGraphGallery=NM#1-4, Probe condition=Normal walking, Excluding identical-view cases=true2021.01 | 92.5 | 85.3 | 88.5 | 91 | 87.2 | 86.5 | 88.4 | 89.2 | 87.9 | 85.9 | 81.9 | 87.7 | — | |
| GaitGraph2023.04 | 92.5 | 85.3 | 88.5 | 91 | 87.2 | 86.5 | 88.4 | 89.2 | 87.9 | 85.9 | 81.9 | 87.7 | — | |
| GaitFormerGallery=NM#1-4, Identical-view exclusion=true2022.10 | 91.9 | 90.9 | 91.2 | 93.7 | 91.9 | 92.7 | 93.3 | 91.8 | 92.5 | 90.5 | 85.5 | 91.5 | — | |
| MT3DSetting=ST2026.05 | 90.1 | 71.9 | 83.9 | 90.9 | 81.1 | 75.6 | 82.1 | 89 | 91.1 | 86.3 | 69.2 | 82.8 | — | |
| GaitSetSetting=MT2026.05 | 86.7 | 79.9 | 89.8 | 91.2 | 81.6 | 76.7 | 81 | 88.2 | 90.3 | 88.5 | 73 | 84.3 | — | |
| GaitSetTraining Setting=ST, Training Subjects Count=242018.11 | 86.5 | 64.6 | 83.3 | 90.4 | 80.2 | 75.5 | 80.3 | 86 | 87.1 | 81.4 | 59.6 | 79.5 | — | |
| GaitSetGallery=NM#1-4, Excluding identical-view cases=true2022.03 | 86.5 | 64.6 | 83.3 | 90.4 | 80.2 | 75.5 | 80.3 | 86 | 87.1 | 81.4 | 59.6 | 79.5 | — | |
| GaitGraph2Gallery=NM#1-4, Identical-view exclusion=true2022.10 | 85.6 | 78.5 | 82.9 | 85.8 | 83.1 | 81.5 | 84.3 | 83.2 | 84.2 | 81.6 | 71.8 | 82 | — | |
| GaitSliceSetting=ST2026.05 | 82.8 | 75.7 | 74.5 | 92.3 | 89.3 | 91 | 86.2 | 71.4 | 84.1 | 91.3 | 77.1 | 83.1 | — | |
| CNN-LBTraining Setting=ST, Training Subjects Count=242018.11 | 77.8 | 54.8 | — | — | — | 64.9 | — | 76.1 | — | — | — | — | — | |
| GaitSetSetting=ST2026.05 | 75.5 | 55.8 | 70.5 | 76.9 | 69.7 | 63.4 | 68 | 75.8 | 76.2 | 70.7 | 52.5 | 68.6 | — | |
| PoseGaitGallery=NM#1-4, Identical-view exclusion=true2022.10 | 75 | 55.3 | 69.6 | 73.9 | 68 | 68.2 | 71.1 | 72.9 | 76.1 | 70.4 | 55.4 | 68.7 | — | |
| PoseGaitFeature Extractor Type=2-D convolution2024.04 | 75 | 55.3 | 69.6 | 73.9 | 68 | 68.2 | 71.1 | 72.9 | 76.1 | 70.4 | 55.4 | 68.7 | — | |
| PoseGaitGallery=NM#1-4, Probe condition=Normal walking, Excluding identical-view cases=true2021.01 | 75 | 55.3 | 69.6 | 73.9 | 68 | 68.2 | 71.1 | 72.9 | 76.1 | 70.4 | 55.4 | 68.7 | — | |
| PoseGait2023.04 | 75 | 55.3 | 69.6 | 73.9 | 68 | 68.2 | 71.1 | 72.9 | 76.1 | 70.4 | 55.4 | 68.7 | — | |
| MGANTraining Setting=MT, Training Subjects Count=622018.11 | 74.8 | 54.9 | 65.9 | 72.1 | 71.1 | 65.7 | 70 | 75.6 | 76.2 | 68.6 | 53.8 | 68.1 | — | |
| AETraining Setting=MT, Training Subjects Count=622018.11 | 63.6 | 49.3 | 61.5 | 64.4 | 63.7 | 58.1 | 59.9 | 66.5 | 64.8 | 56.9 | 44 | 59.3 | — | |
| ViDPTraining Setting=ST, Training Subjects Count=242018.11 | 59.1 | — | — | — | — | 50.2 | — | 57.5 | — | — | — | — | — | |
| CMCCTraining Setting=ST, Training Subjects Count=242018.11 | 52.4 | 46.3 | — | — | — | 48.3 | — | 56.9 | — | — | — | — | — | |
| GaitBaseResolution=64 x 442022.04 | — | — | — | — | — | — | — | — | — | — | — | 97.6 | — |