Pedestrian Attribute Recognition on EventPAR (test)
90.05mAPFM-VEPAR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PFM-VEPARPublish=-, Test Time=92s, Params (MB)=108, Flops (GB)=109, Size (MB)=327, #MS (MB)=8242026.03 | 90.05 | 84.67 | 88.26 | 90.18 | 89.21 | |
| VTBPublish=TCSVT22, Code=URL2026.03 | 88.41 | 83.83 | 87.89 | 89.51 | 88.53 | |
| VTBPublish=TCSVT22, Test Time=243s, Params (MB)=93, Flops (GB)=66, Size (MB)=333, #MS (MB)=5252026.03 | 88.41 | 83.83 | 87.89 | 89.31 | 88.53 | |
| HAPPublish=NIPS24, Code=URL2026.03 | 88.28 | 85.42 | 89.54 | 89.72 | 89.63 | |
| HAPPublish=NIPS24, Test Time=148s, Params (MB)=86, Flops (GB)=99, Size (MB)=327, #MS (MB)=8942026.03 | 88.28 | 85.42 | 89.54 | 89.72 | 89.63 | |
| RWKV-OTNPublish=arXiv25, Code=URL2026.03 | 87.7 | 84.94 | 89.15 | 89.48 | 89.18 | |
| OTN-RWKVPublish=arXiv25, Test Time=361s, Params (MB)=201, Flops (GB)=77, Size (MB)=836, #MS (MB)=24132026.03 | 87.7 | 84.94 | 89.15 | 89.48 | 89.18 | |
| UniPARPublish=-, Code=-2026.03 | 86.9 | 82.31 | 87.01 | 88.41 | 87.53 | |
| PromptPARPublish=TCSVT24, Code=URL2026.03 | 86.51 | 82.27 | 86.35 | 89.36 | 87.64 | |
| PromptPARPublish=TCSVT24, Test Time=1312s, Params (MB)=8, Flops (GB)=5, Size (MB)=1200, #MS (MB)=22962026.03 | 86.51 | 82.27 | 86.35 | 89.36 | 87.64 | |
| SequencePARPublish=arXiv23, Code=URL2026.03 | 86.27 | 84.42 | 88.81 | 89.12 | 88.83 | |
| SequencePARPublish=arXiv23, Test Time=1497s, Params (MB)=466, Flops (GB)=577, Size (MB)=1776, #MS (MB)=99012026.03 | 86.27 | 84.42 | 88.81 | 89.12 | 88.83 | |
| PARFormerPublish=TCSVT23, Code=URL2026.03 | 83.12 | 80.48 | 85.14 | 88.41 | 86.53 | |
| PARFormerPublish=TCSVT23, Test Time=438s, Params (MB)=195, Flops (GB)=205, Size (MB)=756, #MS (MB)=24812026.03 | 83.12 | 80.48 | 85.14 | 88.41 | 86.53 | |
| RethinkingPARPublish=arXiv20, Code=URL2026.03 | 81.37 | 80.84 | 86.31 | 87.57 | 86.93 | |
| RethinkingPARPublish=arXiv20, Test Time=44s, Params (MB)=24, Flops (GB)=24, Size (MB)=91, #MS (MB)=5802026.03 | 81.37 | 80.84 | 86.31 | 87.57 | 86.93 | |
| Strong BaselinePublish=arXiv20, Code=URL2026.03 | 73.75 | 61.86 | 67.23 | 80.78 | 75.43 | |
| Strong BaselinePublish=arXiv20, Test Time=47s, Params (MB)=24, Flops (GB)=25, Size (MB)=91, #MS (MB)=5762026.03 | 73.75 | 61.86 | 67.23 | 80.78 | 75.43 | |
| Label2LabelPublish=ECCV22, Code=URL2026.03 | 72.49 | 74.01 | 86.6 | 79.02 | 82.19 | |
| Label2LabelPublish=ECCV22, Test Time=398s, Params (MB)=66, Flops (GB)=37, Size (MB)=829, #MS (MB)=6502026.03 | 72.49 | 74.01 | 86.6 | 79.02 | 82.19 | |
| Rethink-PLIPPublish=arXiv23, Code=URL2026.03 | 68.75 | 70.03 | 81.82 | 78.04 | 79.89 | |
| Rethink-PLIPPublish=arXiv23, Test Time=37s, Params (MB)=21, Flops (GB)=23, Size (MB)=144, #MS (MB)=4812026.03 | 68.75 | 70.03 | 81.82 | 78.04 | 79.89 | |
| VTB-PLIPPublish=arXiv23, Code=URL2026.03 | 67.25 | 68.37 | 77.75 | 79.72 | 78.37 | |
| VTB-PLIPPublish=arXiv23, Test Time=229s, Params (MB)=31, Flops (GB)=591, Size (MB)=591, #MS (MB)=5012026.03 | 67.25 | 68.37 | 77.75 | 79.72 | 78.37 | |
| SSPNetPublish=PR24, Code=URL2026.03 | 66.92 | 67.49 | 78.73 | 76.9 | 77.8 | |
| SSPNetPublish=PR24, Test Time=69s, Params (MB)=40, Flops (GB)=26, Size (MB)=100, #MS (MB)=18982026.03 | 66.92 | 67.49 | 78.73 | 76.9 | 77.8 | |
| DeepMARPublish=ACPR15, Code=URL2026.03 | 66.57 | 69.53 | 74.9 | 89.54 | 81.57 | |
| DeepMARPublish=ACPR15, Test Time=64s, Params (MB)=23, Flops (GB)=25, Size (MB)=181, #MS (MB)=5922026.03 | 66.57 | 69.53 | 74.9 | 88.54 | 81.57 | |
| SSCNetPublish=ICCV21, Code=URL2026.03 | 63.1 | 66.07 | 72.72 | 83.22 | 77.62 | |
| SSCNetPublish=ICCV21, Test Time=49s, Params (MB)=24, Flops (GB)=9, Size (MB)=90, #MS (MB)=5882026.03 | 63.1 | 66.07 | 72.72 | 83.22 | 77.62 | |
| DFDTPublish=EAAI22, Code=URL2026.03 | 61.71 | 63.14 | 79.17 | 7.63 | 74.66 | |
| DFDTPublish=EAAI22, Test Time=287s, Params (MB)=88, Flops (GB)=37, Size (MB)=669, #MS (MB)=25842026.03 | 61.71 | 63.14 | 79.17 | 70.63 | 74.66 | |
| ALMPublish=ICCV19, Code=URL2026.03 | 57.18 | 64.17 | 75.59 | 73.2 | 74.38 | |
| ALMPublish=ICCV19, Test Time=813s, Params (MB)=17, Flops (GB)=8, Size (MB)=66, #MS (MB)=7852026.03 | 57.18 | 64.17 | 75.59 | 73.2 | 74.38 | |
| Zhou et al.Publish=IJCAI23, Code=URL2026.03 | 56.46 | 60.89 | 73.37 | 73.62 | 73.5 | |
| Zhou et al.Publish=JICAI23, Test Time=42s, Params (MB)=234, Flops (GB)=24, Size (MB)=536, #MS (MB)=7012026.03 | 56.46 | 60.89 | 73.37 | 73.62 | 73.5 | |
| MaHDFTPublish=arXiv24, Code=URL2026.03 | 50.43 | 44.98 | 59.1 | 59.7 | 58.57 | |
| MaHDFTPublish=arXiv24, Test Time=292s, Params (MB)=164, Flops (GB)=6033, Size (MB)=499, #MS (MB)=13132026.03 | 50.43 | 44.98 | 59.1 | 59.7 | 58.57 | |
| MambaPARPublish=arXiv24, Code=URL2026.03 | 50.01 | 42.32 | 54.81 | 57.31 | 55.63 | |
| MambaPARPublish=arXiv24, Test Time=105s, Params (MB)=0.64, Flops (GB)=0.41, Size (MB)=98, #MS (MB)=8022026.03 | 50.01 | 42.32 | 54.81 | 57.31 | 55.63 |