Human Pose Estimation on ExLPose Low-light-all (LL-A)
32.7AP@0.5:0.95Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| OursTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.53, Latency (sec)=1.072023.03 | 32.7 | |
| LIME + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=27.37, Latency (sec)=1.652023.03 | 26.6 | |
| Baseline-allTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.03 | 25.4 | |
| DANNTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.03 | 25.4 | |
| OursDetection Model=Cascade R-CNN, Components=LSBN + LUPI2023.03 | 25 | |
| Baseline-lowTraining data (LL)=true, Param. (M)=27.37, Latency (sec)=1.072023.03 | 24.6 | |
| AdvEntTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.03 | 23.8 | |
| LLFlow + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=66.23, Latency (sec)=3.342023.03 | 22.1 | |
| LIME + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LIME2023.03 | 21.1 | |
| DANNDetection Model=Cascade R-CNN, Method Category=UDA2023.03 | 17.8 | |
| Baseline-allDetection Model=Cascade R-CNN, Training Data=All2023.03 | 17.6 | |
| LLFlow + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LLFlow2023.03 | 17.4 | |
| Baseline-lowDetection Model=Cascade R-CNN, Training Data=Low-light2023.03 | 17.2 | |
| Baseline-wellTraining data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.03 | 11.5 | |
| Baseline-wellDetection Model=Cascade R-CNN, Training Data=Well-lit2023.03 | 6.7 |