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ResearchFormerly WizWand

Human Pose Estimation on ExLPose Well-lit (WL)

68.8AP (0.5:0.95)Baseline-well
-1.50416.7483553.252Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Baseline-wellTraining data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0368.8
OursTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.53, Latency (sec)=1.072023.0368.5
LLFlow + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=66.23, Latency (sec)=3.342023.0365.1
LIME + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=27.37, Latency (sec)=1.652023.0363
AdvEntTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0362.4
OursDetection Model=Cascade R-CNN, Components=LSBN + LUPI2023.0361.5
LLFlow + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LLFlow2023.0360.7
Baseline-wellDetection Model=Cascade R-CNN, Training Data=Well-lit2023.0359.9
DANNTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0358.6
Baseline-allTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0357.9
LIME + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LIME2023.0357.7
Baseline-allDetection Model=Cascade R-CNN, Training Data=All2023.0352.3
DANNDetection Model=Cascade R-CNN, Method Category=UDA2023.0352
Baseline-lowTraining data (LL)=true, Param. (M)=27.37, Latency (sec)=1.072023.031.6
Baseline-lowDetection Model=Cascade R-CNN, Training Data=Low-light2023.031.2