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ResearchFormerly WizWand

Reasoning-based 3D Human Pose Estimation on RPE benchmark

147.2MPJPEChatHuman
133.46226.205318.95411.695Nov 30, 2023Dec 26, 2023Jan 22, 2024Feb 17, 2024Mar 15, 2024Apr 10, 2024May 7, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ChatHuman2024.05147.279.110.3
ChatHumanFine-tuned=false2024.05147.279.110.3
Visual ChatGPT-4Fine-tuned=false2024.05168.482.310.7
GPT4Tools-FTFine-tuned=true2024.05190.5100.611.6
HMR 2.0Text Description Type=Averaged2023.11225.2105.712.1
HMR 2.02024.05225.2105.112.1
SPINText Description Type=Averaged2023.11244.9107.312.4
SPIN2024.05244.9107.312.4
ChatPoseText Description Type=Summary2023.11253.6103.811.7
ChatPose2024.05253.6103.811.7
ChatPoseText Description Type=Outfit2023.11265.6102.611.8
ChatPoseText Description Type=Shape2023.11269.9103.712
ChatPoseText Description Type=Averaged2023.11275101.811.9
ChatPoseText Description Type=Pose2023.11277.99611.7
ChatPoseText Description Type=Behavior2023.11307.9102.912.1
LLaVAStage 2=PoseScript, Text Description Type=Pose2023.11363.2177.917.4
LLaVAStage 2=PoseScript, Text Description Type=Behavior2023.11370.8182.317.5
LLaVAStage 2=PoseScript, Text Description Type=Summary2023.11391.5191.917.8
LLaVA-PInput=multimodal LLMs for textual pose descriptions, Processor=PoseScript [10]2024.05391.5191.917.8
LLaVAStage 2=PoseScript, Text Description Type=Averaged2023.11394.8186.817.7
LLaVAStage 2=PoseScript, Text Description Type=Shape2023.11407.8191.318
LLaVAStage 2=PoseScript, Text Description Type=Outfit2023.11440.7190.417.6
LLaVAStage 2=SMPLify, Text Description Type=Shape2023.11462.3204.320.2
LLaVAStage 2=SMPLify, Text Description Type=Pose2023.11480.9207.421.1
LLaVAStage 2=SMPLify, Text Description Type=Outfit2023.11481.1198.720
LLaVAStage 2=SMPLify, Text Description Type=Averaged2023.11481.1203.720.7
LLaVAStage 2=SMPLify, Text Description Type=Behavior2023.11490.7200.620.9
LLaVAStage 2=SMPLify, Text Description Type=Summary2023.11490.7207.421.1
LLaVA-SInput=multimodal LLMs for keypoint detection, Optimization=SMPLify [4]2024.05490.7207.421.1