Human Pose Estimation on ExLPose-OCN (test)
39.1AP@0.5:0.95 (A7M3)DA-LLPose
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DA-LLPoseFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 39.1 | 36.2 | 37.6 | |
| LSBN+LUPIFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 35.3 | 35.1 | 35.2 | |
| OursBackbone=CPN, Components=LSBN + LUPI2023.03 | 35.3 | 35.1 | 35.2 | |
| LIMEFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 33.2 | 28.4 | 30.7 | |
| LIME + Base-allBackbone=CPN, Enhancement Method=LIME2023.03 | 33.2 | 28.4 | 30.7 | |
| CPN-allFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 32.8 | 31.7 | 32.2 | |
| Base-allBackbone=CPN, Training Data=All images2023.03 | 32.8 | 31.7 | 32.2 | |
| AdvEntFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 28.2 | 29 | 28.6 | |
| AdvEntBackbone=CPN, Strategy=Domain Adaptation2023.03 | 28.2 | 29 | 28.6 | |
| DANNFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 27.9 | 30.6 | 29.3 | |
| DANNBackbone=CPN, Strategy=Domain Adaptation2023.03 | 27.9 | 30.6 | 29.3 | |
| Base-lowFramework=Bottom-up, Low-light labels (LL)=true, Well-lit labels (WL)=false2024.07 | 27.1 | 15.9 | 21.5 | |
| LLFlowFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=true2024.07 | 25.6 | 28.2 | 27 | |
| LLFlow + Base-allBackbone=CPN, Enhancement Method=LLFlow2023.03 | 25.6 | 28.2 | 27 | |
| LLFlowFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 23.7 | 19.1 | 21.4 | |
| CPN-lowFramework=Top-down, Low-light labels (LL)=true, Well-lit labels (WL)=false2024.07 | 23.7 | 23.9 | 23.8 | |
| Base-lowBackbone=CPN, Training Data=Low-light images2023.03 | 23.7 | 23.9 | 23.8 | |
| RFormerFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 18.9 | 17.7 | 18.3 | |
| CPN-wellFramework=Top-down, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 15.2 | 15.6 | 15.4 | |
| Base-wellBackbone=CPN, Training Data=Well-lit images2023.03 | 15.2 | 15.6 | 15.4 | |
| AdvEntFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 9.1 | 11.2 | 10.1 | |
| UDA-HEFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 6.5 | 7.2 | 6.9 | |
| Base-wellFramework=Bottom-up, Low-light labels (LL)=false, Well-lit labels (WL)=true2024.07 | 5.3 | 7.4 | 6.3 |