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ResearchFormerly WizWand

Human Pose Estimation on ExLPose Low-light-all (LL-A)

32.7AP@0.5:0.95Ours
5.6612.6819.726.72Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
OursTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.53, Latency (sec)=1.072023.0332.7
LIME + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=27.37, Latency (sec)=1.652023.0326.6
Baseline-allTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0325.4
DANNTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0325.4
OursDetection Model=Cascade R-CNN, Components=LSBN + LUPI2023.0325
Baseline-lowTraining data (LL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0324.6
AdvEntTraining data (LL)=true, Training data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0323.8
LLFlow + Baseline-allTraining data (WL)=true, Training data (Enhanced-LL)=true, Param. (M)=66.23, Latency (sec)=3.342023.0322.1
LIME + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LIME2023.0321.1
DANNDetection Model=Cascade R-CNN, Method Category=UDA2023.0317.8
Baseline-allDetection Model=Cascade R-CNN, Training Data=All2023.0317.6
LLFlow + Baseline-allDetection Model=Cascade R-CNN, Pre-processing=LLFlow2023.0317.4
Baseline-lowDetection Model=Cascade R-CNN, Training Data=Low-light2023.0317.2
Baseline-wellTraining data (WL)=true, Param. (M)=27.37, Latency (sec)=1.072023.0311.5
Baseline-wellDetection Model=Cascade R-CNN, Training Data=Well-lit2023.036.7