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3D Human Pose Estimation on MPI-INF-3DHP (test)

99.5PCKHeatFormer
97.62898.11498.699.086Nov 30, 2022Jun 27, 2023Jan 22, 2024Aug 19, 2024Mar 16, 2025Oct 11, 2025May 9, 2026

Evaluation results

MethodLinks
HeatFormerOptimization iterations=32024.1299.572.839.8—————————————————————————————
HeatFormerOptimization iterations=42024.1299.572.340.6—————————————————————————————
HeatFormerOptimization iterations=3, Ground-truth translation estimation=true2024.1299.575.336—————————————————————————————
HTPType=Diffusion, F=812025.0899.580.526.4—————————————————————————————
H2OT + MotionAGFormerT=812026.0499.185.218—————————————————————————————
OursT=812026.0499.188.215.5—————————————————————————————
Ours-SInput frames (T)=812026.0599.18914.3—————————————————————————————
TCPFormerT=81, Seq2Seq=true2025.019987.715—————————————————————————————
KTPFormerType=Diffusion, F=812025.089979.329.1—————————————————————————————
TCPFormerT=812026.049987.715—————————————————————————————
SAMAInput frames (T)=812026.059988.314.4—————————————————————————————
Ours-LInput frames (T)=812026.059989.213.1—————————————————————————————
KTPFormerinput_frames=272024.0398.984.419.2—————————————————————————————
KTPFormerinput_frames=812024.0398.985.916.7—————————————————————————————
KTPFormerInput frames=272024.0398.984.419.2—————————————————————————————
KTPFormerInput frames=812024.0398.985.916.7—————————————————————————————
FinePOSENumber of input frames (N)=2432024.0598.98026.2—————————————————————————————
KTPFormerVenue=CVPR'24, T=81, Seq2Seq=true2025.0198.985.916.7—————————————————————————————
FinePOSEType=Diffusion, F=812025.0898.98026.2—————————————————————————————
KTPFormerT=812026.0498.985.916.7—————————————————————————————
Ours-BInput frames (T)=812026.0598.989.213.4—————————————————————————————
RTPCA2023.0998.874.240.5—————————————————————————————
PoseMagicInput frames (T)=812026.0598.887.614.7—————————————————————————————
STCFormerNumber of input frames=812023.1098.783.923.1—————————————————————————————
HDFormerNumber of input frames=962023.1098.772.937.2—————————————————————————————
STCFormerinput_frames=812024.0398.783.923.1—————————————————————————————
STCFormerPublication=CVPR 23, Input frames=812024.0398.783.923.1—————————————————————————————
STCFormerVenue=CVPR'23, T=81, Seq2Seq=true2025.0198.783.923.1—————————————————————————————
TCPFormerT=27, Seq2Seq=true2025.0198.786.517.8—————————————————————————————
TC-MixSTEType=Transformer, F=812025.0898.779.527.6—————————————————————————————
HGMamba-BT=812026.0498.787.914.3—————————————————————————————
HDFormerInput frames (T)=962026.0598.772.937.2—————————————————————————————
STCFormerInput frames (T)=812026.0598.783.923.1—————————————————————————————
SCTFormerInput frames (T)=812026.0598.786.616—————————————————————————————
PaFF2024.1298.667.348.4—————————————————————————————
PandaPoseModel Type=Image-based, Input=GT 2D pose2026.0298.675.831.8—————————————————————————————
DDHPoseN=243, H=1, W=1, Input pose source=Ground truth 2D pose2024.0398.578.129.2—————————————————————————————
GLA-GCNNumber of input frames=812023.1098.579.127.7—————————————————————————————
GLA-GCNinput_frames=812024.0398.579.127.7—————————————————————————————
GLA-GCNPublication=ICCV'23, Input frames=812024.0398.579.127.7—————————————————————————————
GLA-GCNNumber of input frames (N)=812024.0598.579.127.8—————————————————————————————
GLA-GCNVenue=ICCV'23, T=81, Seq2Seq=false2025.0198.579.127.8—————————————————————————————
GLA-GCNType=GCN, F=812025.0898.579.127.8—————————————————————————————
GLA-GCNT=812026.0498.579.127.7—————————————————————————————
GLA-GCNInput frames (T)=812026.0598.579.127.7—————————————————————————————
STCFormerinput_frames=272024.0398.483.424.2—————————————————————————————
STCFormerPublication=CVPR 23, Input frames=272024.0398.483.424.2—————————————————————————————
ManiPoseT (sequence length)=27, Evaluation Mode=Orac.2023.1298.47734.6————————————————————————0.61.3———
MotionAGFormer-SNumber of input frames=812023.1098.384.517.1—————————————————————————————
MotionAGFormer-BNumber of input frames=812023.1098.384.218.2—————————————————————————————
TCPFormerT=9, Seq2Seq=true2025.0198.384.420.4—————————————————————————————
MotionAGFormer-BInput frames (T)=812026.0598.384.218.2—————————————————————————————
MotionAGFormer-XSNumber of input frames=272023.1098.283.519.2—————————————————————————————
MotionAGFormer-LNumber of input frames=812023.1098.285.316.2—————————————————————————————
CA-PF-HRNet-48T (Number of video frames)=1, Backbone=HRNet-482023.1198.276.331.4—————————————————————————————
MotionAGFormer-LT=812026.0498.285.316.2—————————————————————————————
HSTFormerT (input length)=27, Venue=Ours, Training Data=Same data as P-STMO [26]2023.019878.428.6—————————————————————————————
HSTFormerT (input length)=81, Venue=Ours, Training Data=Same data as P-STMO [26]2023.019878.628.3—————————————————————————————
DiffPoseInput frames=81, Input 2D pose=Ground Truth2022.119875.929.1—————————————————————————————
D3DPN=243, H=20, K=20, Evaluation Protocol=J-Best2023.039879.128.1—————————————————————————————
CA-PF-HRNet-32T (Number of video frames)=1, Backbone=HRNet-322023.119875.432.7—————————————————————————————
DiffPoseinput_frames=812024.039875.929.1—————————————————————————————
D3DPinput_frames=2432024.039879.128.1—————————————————————————————
DiffposePublication=CVPR 23, Input frames=812024.039875.929.1—————————————————————————————
D3DPPublication=ICCV'23, Input frames=2432024.039879.128.1—————————————————————————————
DiffposeNumber of input frames (N)=812024.059875.929.1—————————————————————————————
D3DPNumber of input frames (N)=2432024.059879.128.1—————————————————————————————
ManiPoseT (sequence length)=27, Evaluation Mode=Aggr.2023.129875.337.7————————————————————————0.61.3———
CA-PFModel Type=Image-based, Input=GT 2D pose2026.029875.432.7—————————————————————————————
FTCMType=MLP, F=812025.089879.831.2—————————————————————————————
DiffposeType=Diffusion, F=812025.089875.929.1—————————————————————————————
D3DPType=Diffusion, F=812025.089879.128.1—————————————————————————————
P-STMON=81, Input pose source=Ground truth 2D pose2024.0397.975.832.2—————————————————————————————
P-STMOT (input length)=81, Venue=ECCV'22, Training Data=Same data as P-STMO [26]2023.0197.975.832.2—————————————————————————————
U-CDGCNN=96, 3D Pose Scaling=Scaled to H36M skeleton height2023.0397.969.542.5—————————————————————————————
P-STMON=81, 3D Pose Scaling=Scaled to H36M skeleton height2023.0397.975.832.2—————————————————————————————
P-STMONumber of input frames=812023.1097.975.832.2—————————————————————————————
PoseFormer V2Number of input frames=812023.1097.978.827.8—————————————————————————————
P-STMOT (Number of video frames)=812023.1197.975.832.2—————————————————————————————
U-CondDGCN2023.0997.969.542.5—————————————————————————————
P-STMOinput_frames=812024.0397.975.832.2—————————————————————————————
PoseFormer V2input_frames=812024.0397.978.827.8—————————————————————————————
P-STMOPublication=ECCV'22, Input frames=812024.0397.975.832.2—————————————————————————————
PoseFormer V2Publication=CVPR 23, Input frames=812024.0397.978.827.8—————————————————————————————
P-STMONumber of input frames (N)=812024.0597.975.832.2—————————————————————————————
PoseFormerV2Number of input frames (N)=812024.0597.978.827.8—————————————————————————————
P-STMOT (sequence length)=812023.1297.975.832.2————————————————————————8.511.3———
P-STMOVenue=ECCV'22, T=81, Seq2Seq=false2025.0197.975.832.2—————————————————————————————
PoseFormerV2Venue=CVPR'23, T=81, Seq2Seq=false2025.0197.978.827.8—————————————————————————————
P-STMOType=Transformer, F=812025.0897.975.832.2—————————————————————————————
PoseFormerV2Type=Transformer, F=812025.0897.978.827.8—————————————————————————————
P-STMOT=812026.0497.975.832.2—————————————————————————————
PoseFormerV2T=812026.0497.978.827.8—————————————————————————————
P-STMOInput frames (T)=812026.0597.975.832.2—————————————————————————————
PoseFormerV2Input frames (T)=812026.0597.978.827.8—————————————————————————————
D3DPN=243, H=20, K=20, Evaluation Protocol=P-Best2023.0397.878.229.8—————————————————————————————
DualFormerType=Transformer, F=92025.0897.873.440.1—————————————————————————————
D3DPN=243, H=1, W=1, Input pose source=Ground truth 2D pose2024.0397.777.830.2—————————————————————————————
D3DPN=243, H=1, K=12023.0397.777.830.2—————————————————————————————
D3DPN=243, H=20, K=20, Evaluation Protocol=P-Agg2023.0397.77830—————————————————————————————