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ResearchFormerly WizWand

Human Pose Estimation on ExLPose Low-light-hard (LL-H)

34AP (IoU 0.5:0.95)Ours
1.4489.89918.3526.801Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
OursTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.53, Latency (sec)=1.072023.0334
LIME + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=27.37, Latency (sec)=1.652023.0325.6
Baseline-allTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0325.4
Baseline-lowTraining data (LL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0325.1
OursDetection Model=Cascade R-CNN, Components=LSBN + LUPI2023.0325
DANNTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0324.9
AdvEntTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0323.5
LIME + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LIME2023.0321.2
LLFlow + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=66.23, Latency (sec)=3.342023.0320.1
Baseline-lowDetection Model=Cascade R-CNN, Training Data=Low-light2023.0318.2
Baseline-allDetection Model=Cascade R-CNN, Training Data=All2023.0318.2
DANNDetection Model=Cascade R-CNN, Method Category=UDA2023.0317.5
LLFlow + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LLFlow2023.0315.7
Baseline-wellTraining data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.037.5
Baseline-wellDetection Model=Cascade R-CNN, Training Data=Well-lit2023.032.7