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ResearchFormerly WizWand

Human Pose Estimation on ExLPose Low-light-easy (LL-E)

18.6AP (0.5:0.95)Ours
-0.3284.5869.514.414Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
OursTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.53, Latency (sec)=1.072023.0318.6
Baseline-allTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0314.3
Baseline-lowTraining data (LL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0313.8
DANNTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0313.3
LIME + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=27.37, Latency (sec)=1.652023.0312.5
OursDetection Model=Cascade R-CNN, Components=LSBN + LUPI2023.0311.6
AdvEntTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.038.8
LLFlow + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=66.23, Latency (sec)=3.342023.038.3
LIME + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LIME2023.037.6
Baseline-allDetection Model=Cascade R-CNN, Training Data=All2023.036.1
Baseline-lowDetection Model=Cascade R-CNN, Training Data=Low-light2023.036
LLFlow + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LLFlow2023.035.3
DANNDetection Model=Cascade R-CNN, Method Category=UDA2023.035.3
Baseline-wellTraining data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.031.1
Baseline-wellDetection Model=Cascade R-CNN, Training Data=Well-lit2023.030.4