HyperAI초신경

3D Human Pose Estimation On Human36M

평가 지표

Average MPJPE (mm)
PA-MPJPE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

비교 표
모델 이름Average MPJPE (mm)PA-MPJPE
a-lightweight-graph-transformer-network-for64.345.4
srnet-improving-generalization-in-3d-human44.8-
mhformer-multi-hypothesis-transformer-for-3d43-
mocap-guided-data-augmentation-for-3d-pose-87.3
probabilistic-monocular-3d-human-pose61.8-
modulated-graph-convolutional-network-for-3d49.4-
kama-3d-keypoint-aware-body-mesh-articulation-40.2
gla-gcn-global-local-adaptive-graph21.017.6
exploiting-temporal-information-for-3d-pose58.5-
weakly-supervised-generative-network-for81.1-
regular-splitting-graph-network-for-3d-human4738.6
learning-to-estimate-3d-human-pose-and-shape-75.9
hemlets-pose-learning-part-centric-heatmap-145.1-
optimizing-network-structure-for-3d-human52.7-
3d-human-pose-machines-with-self-supervised63.67-
lightweight-multi-view-3d-pose-estimation21.0-
real-time-multi-view-3d-human-pose-estimation23.5-
remocap-disentangled-representation-learning52.833.4
sparseness-meets-deepness-3d-human-pose113.01-
unihpe-towards-unified-human-pose-estimation50.536.2
lifting-from-the-deep-convolutional-3d-pose88.39-
모델 2215.6-
dual-networks-based-3d-multi-person-pose34.95-
adapted-human-pose-monocular-3d-human-pose-85.1
epipolar-transformers19.0-
mug-multi-human-graph-network-for-3d-mesh61.948.5
end-to-end-human-pose-and-mesh-reconstruction5436.7
lifting-transformer-for-3d-human-pose45.4-
a-unified-deep-framework-for-joint-3d-pose42.4-
human-pose-estimation-in-space-and-time-using119-
learnable-human-mesh-triangulation-for-3d30.56-
convformer-parameter-reduction-in-transformer29.8-
learning-3d-human-dynamics-from-video83.756.9
denserac-joint-3d-pose-and-shape-estimation76.848
mixste-seq2seq-mixed-spatio-temporal-encoder25.9-
3d-human-mesh-estimation-from-virtual-markers-147.332
anatomy-aware-3d-human-pose-estimation-in32.3-
ddt-a-diffusion-driven-transformer-based73.148.6
a-dual-source-approach-for-3d-pose-estimation97.39108.3
motionagformer-enhancing-3d-human-pose19.4-
improving-robustness-and-accuracy-via30.1-
back-to-the-future-joint-aware-temporal-deep45.9-
human-pose-regression-with-residual-log36.3-
towards-3d-human-pose-estimation-in-the-wild64.9-
hstformer-hierarchical-spatial-temporal42.733.7
motionagformer-enhancing-3d-human-pose28.1-
exploiting-spatial-temporal-relationships-for50.6-
3d-human-pose-and-shape-regression-with57.740.5
3d-human-pose-estimation-with-2d-marginal5740.4
posern-a-2d-pose-refinement-network-for-bias38.4-
chirality-nets-for-human-pose-regression46.7-
capturing-the-motion-of-every-joint-3d-human54.938.4
harvesting-multiple-views-for-marker-less-3d56.9-
not-all-tokens-are-equal-human-centric-visual62.942.8
spgnet-spatial-projection-guided-3d-human45.3-
ppt-token-pruned-pose-transformer-for24.4-
vibe-video-inference-for-human-body-pose-and65.641.4
lifting-monocular-events-to-3d-human-poses116.4-
differentiable-dynamics-for-articulated-3d33.421.9
xnect-real-time-multi-person-3d-human-pose63.6-
convformer-parameter-reduction-in-transformer43.2-
adaptively-multi-view-and-temporal-fusing49.4-
finepose-fine-grained-prompt-driven-3d-human16.7-
i2l-meshnet-image-to-lixel-prediction-network-155.741.7
ponet-robust-3d-human-pose-estimation-via 56.139.8
unsupervised-3d-pose-estimation-with68.0-
human-mesh-recovery-from-monocular-images-via59.142.4
consensus-based-optimization-for-3d-human52-
hybrik-a-hybrid-analytical-neural-inverse54.433.6
localization-with-sampling-argmax49.539.1
enhanced-3d-human-pose-estimation-from-videos44.8-
posenet3d-unsupervised-3d-human-shape-and47.0-
a-real-time-human-pose-measurement-system-for18.2-
srnet-improving-generalization-in-3d-human49.9-
metrabs-metric-scale-truncation-robust49.3±0.7-
learning-local-recurrent-models-for-human61.942.5
humans-in-4d-reconstructing-and-tracking44.833.6
attention-mechanism-exploits-temporal34.7-
poseaug-a-differentiable-pose-augmentation50.8-
higher-order-implicit-fairing-networks-for-3d54.8-
multi-task-deep-learning-for-real-time-3d48.6-
conditional-directed-graph-convolution-for-3d41.1-
double-chain-constraints-for-3d-human-pose32.4-
total-capture-3d-human-pose-estimation-fusing57.0-
motion-projection-consistency-based-3d-human35.4-
teaching-independent-parts-separately-tips43.5-
learning-skeletal-graph-neural-networks-for47.9-
xformer-fast-and-accurate-monocular-3d-body52.635.2
back-to-optimization-diffusion-based-zero51.442.1
ktpformer-kinematics-and-trajectory-prior33.026.2
mixste-seq2seq-mixed-spatio-temporal-encoder21.6-
interweaved-graph-and-attention-network-for47.7-
posetriplet-co-evolving-3d-human-pose7851.8
chirality-nets-for-human-pose-regression51.4-
metric-scale-truncation-robust-heatmaps-for49.3±0.7-
generating-multiple-hypotheses-for-3d-human49.6-
self-attentive-3d-human-pose-and-shape58.938.7
flex-parameter-free-multi-view-3d-human24.8-
3d-human-pose-regression-using-graph52.8-
predicting-peoples-3d-poses-from-short-1125.28-
lcr-net-localization-classification87.771.6
neural-descent-for-visual-3d-human-pose-and91.866
voxelkeypointfusion-generalizable-multi-view64.3-
3d-human-pose-estimation-via-intuitive60.641.8
dc-gnet-deep-mesh-relation-capturing-graph72.342.4
evopose-a-recursive-transformer-for-3d-human42.83-
ray3d-ray-based-3d-human-pose-estimation-for84.4-
smap-single-shot-multi-person-absolute-3d54.1-
learnable-human-mesh-triangulation-for-3d17.59-
gator-graph-aware-transformer-with-motion48.831.2
learning-to-fuse-2d-and-3d-image-cues-for69.73-
fbi-pose-towards-bridging-the-gap-between-2d56.5-
capturing-humans-in-motion-temporal-attentive69.447.4
embodied-scene-aware-human-pose-estimation103.473.7
motion-projection-consistency-based-3d-human32.5-
multi-initialization-optimization-network-for56.8841.59
probabilistic-monocular-3d-human-pose44.3-
thundr-transformer-based-3d-human8762.2
upose3d-uncertainty-aware-3d-human-pose26.423.4
motion-projection-consistency-based-3d-human47.4-
3d-human-pose-estimation-2d-pose-estimation82.72-
diffusion-based-3d-human-pose-estimation-with19.6-
lifting-transformer-for-3d-human-pose46.9-
double-chain-constraints-for-3d-human-pose46.1-
exploiting-spatial-temporal-relationships-for49.1-
occlusion-aware-networks-for-3d-human-pose42.9-
mhformer-multi-hypothesis-transformer-for-3d30.5-
3d-human-pose-estimation-with-spatial-and44.3-
convolutional-mesh-regression-for-single51.951.9
poseaug-a-differentiable-pose-augmentation38.2-
exploiting-temporal-information-for-3d-human51.942.0
3d-human-pose-estimation-using-mobius-graph52.1-
ssp-net-scalable-sequential-pyramid-networks50.2-
cliff-carrying-location-information-in-full47.1-
repnet-weakly-supervised-training-of-an50.9-
a-simple-yet-effective-baseline-for-3d-human45.5-
poseformerv2-exploring-frequency-domain-for45.2-
hemlets-pose-learning-part-centric-heatmap-139.927.9
3d-human-pose-estimation-with-siamese61.1-
graph-stacked-hourglass-networks-for-3d-human51.9-
skelformer-markerless-3d-pose-and-shape25.220.6
rethinking-pose-in-3d-multi-stage-refinement52.8-
tessetrack-end-to-end-learnable-multi-person44.6-
camera-distance-aware-top-down-approach-for54.4-
w-hmr-human-mesh-recovery-in-world-space-with45.530.2
spgnet-spatial-projection-guided-3d-human33.4-
learning-dynamical-human-joint-affinity-for31.2-
pliks-a-pseudo-linear-inverse-kinematic4734.5
metapose-fast-3d-pose-from-multiple-views49-
skeleton-transformer-networks-3d-human-pose69.9561.4
cross-view-fusion-for-3d-human-pose31.17-
how-robust-is-3d-human-pose-estimation-to56.1-
posenet3d-unsupervised-3d-human-shape-and59.4-
thundr-transformer-based-3d-human5539.8
3d-human-pose-estimation-via-explicit43.234.6
consensus-based-optimization-for-3d-human45-
context-modeling-in-3d-human-pose-estimation43.4-
ray3d-ray-based-3d-human-pose-estimation-for34.4-
sampling-is-matter-point-guided-3d-human-mesh-148.332.9
beyond-static-features-for-temporally73.652
3d-human-pose-estimation-via-explicit47.337.3
live-stream-temporally-embedded-3d-human-body68.647.1
exploiting-temporal-context-for-3d-human-pose77.841.6
cross-view-fusion-for-3d-human-pose26.21-
absposelifter-absolute-3d-human-pose-lifting38.3828.78
compositional-human-pose-regression59.148.3
adaptively-multi-view-and-temporal-fusing50.7-
motion-projection-consistency-based-3d-human44.8-
ordinal-depth-supervision-for-3d-human-pose56.2-
mixste-seq2seq-mixed-spatio-temporal-encoder42.4-
anatomy-aware-3d-human-pose-estimation-in44.1-
bodynet-volumetric-inference-of-3d-human-body51.6-
body-meshes-as-points-51.3
exploiting-temporal-context-for-3d-human-pose63.3-
absposelifter-absolute-3d-human-pose-lifting52.539.1
hopfir-hop-wise-graphformer-with-intragroup48.5-
solopose-one-shot-kinematic-3d-human-pose26.0 11.5
gast-net-graph-attention-spatio-temporal46.236
hybrik-x-hybrid-analytical-neural-inverse4729.8
3d-human-pose-estimation-from-a-single-image-76.5
ivt-an-end-to-end-instance-guided-video40.2-
cascaded-deep-monocular-3d-human-pose-150.9-
dynamic-graph-reasoning-for-multi-person-3d41.327.3
structured-prediction-of-3d-human-pose-with125.0-
pedrecnet-multi-task-deep-neural-network-for52.7-
p-stmo-pre-trained-spatial-temporal-many-to42.134.4
pose-conditioned-joint-angle-limits-for-3d-181.1
19050575420.8-
diffupose-monocular-3d-human-pose-estimation50.7-
3d-human-pose-estimation-in-video-with46.836.5
keep-it-smpl-automatic-estimation-of-3d-human-82.3
jointformer-single-frame-lifting-transformer50.5-
learning-temporal-3d-human-pose-estimation50.6-
holopose-holistic-3d-human-reconstruction-in50.4236.82
3d-human-pose-estimation-using-convolutional117.34-
motionagformer-enhancing-3d-human-pose26.5-
repnet-weakly-supervised-training-of-an89.9-
encoder-decoder-with-multi-level-attention56.438.7
staf-3d-human-mesh-recovery-from-video-with70.444.5
refined-temporal-pyramidal-compression-and40.132
unsupervised-cross-modal-alignment-for-multi67.9-
deep-two-stream-video-inference-for-human60.539.3
poseaug-a-differentiable-pose-augmentation36.9-
spatio-temporal-tendency-reasoning-for-human67.846.6
monocular-3d-human-pose-estimation-in-the72.88-
motionagformer-enhancing-3d-human-pose17.3-
crossformer-cross-spatio-temporal-transformer43.7-
exploiting-spatial-temporal-relationships-for48.8-
sparseness-meets-deepness-3d-human-pose-106.7
deciwatch-a-simple-baseline-for-10x-efficient53.1-
a-simple-yet-effective-baseline-for-3d-human62.9-
tape-temporal-attention-based-probabilistic6039.5
graphmlp-a-graph-mlp-like-architecture-for-3d48-
ktpformer-kinematics-and-trajectory-prior18.1-
mug-multi-human-graph-network-for-3d-mesh50.338.5
learning-3d-human-shape-and-pose-from-dense54.642.9
compressed-volumetric-heatmaps-for-multi51.143.4
orinet-a-fully-convolutional-network-for-3d63.746.6
arts-semi-analytical-regressor-using51.636.6
predicting-camera-viewpoint-improves-cross5242.5
3d-human-pose-estimation-using-spatio-140.130.7
3d-human-mesh-regression-with-dense-1-39.3
end-to-end-recovery-of-human-shape-and-pose87.9758.1
self-supervised-3d-human-pose-estimation-with62.0-
hspace-synthetic-parametric-humans-animated53.339
real-time-multi-view-3d-human-pose-estimation29.8-
vnect-real-time-3d-human-pose-estimation-with80.5-
semantic-estimation-of-3d-body-shape-and-pose49.9-
lifting-transformer-for-3d-human-pose28.5-
poseaug-a-differentiable-pose-augmentation50.2-
gla-gcn-global-local-adaptive-graph44.434.8
exemplar-fine-tuning-for-3d-human-pose-46.8
2d3d-pose-estimation-and-action-recognition53.2-
ray3d-ray-based-3d-human-pose-estimation-for49.7-
real-time-monocular-full-body-capture-in53.942.4
trajectory-optimization-for-physics-based8456
19050575449.9-
pymaf-x-towards-well-aligned-full-body-model54.237.2
probabilistic-modeling-for-human-mesh-41.2
hybrik-transformer47.529.5
lightweight-multi-view-3d-pose-estimation30.2-
a-simple-yet-effective-baseline-for-3d-human67.5-
mixste-seq2seq-mixed-spatio-temporal-encoder40.9-
monocular-total-capture-posing-face-body-and58.3-
adaptively-multi-view-and-temporal-fusing29.4-
generating-multiple-hypotheses-for-3d-human52.742.6
graph-and-temporal-convolutional-networks-for40.930.4
neural-body-fitting-unifying-deep-learning-59.9
tessetrack-end-to-end-learnable-multi-person18.7-
self-supervised-learning-of-3d-human-pose51.83-
trajectory-space-factorization-for-deep-video46.6-
geometry-biased-transformer-for-robust-multi26.0-
maximum-margin-structured-learning-with-deep121.31-
monocular-3d-human-pose-estimation-by-79.5
3d-human-pose-estimation-in-the-wild-by58.637.7
weakly-supervised-3d-human-pose-learning-via56.1-
3d-human-pose-estimation-with-spatio-temporal21.3-
3d-human-pose-estimation-using-mobius-graph36.2-
kinematic-aware-hierarchical-attention35.4-
generalizing-monocular-3d-human-pose37.6-
the-best-of-both-worlds-combining-model-based54.7-
hdformer-high-order-directed-transformer-for42.6-
posegu-3d-human-pose-estimation-with-novel49.6-
hierarchical-graph-networks-for-3d-human-pose51.8-
3d-human-motion-estimation-via-motion7653.2
hdformer-high-order-directed-transformer-for40.3-
3d-human-pose-estimation-in-video-with51.840
dual-networks-based-3d-multi-person-pose49.31-
p-stmo-pre-trained-spatial-temporal-many-to29.3-
srnet-improving-generalization-in-3d-human32-
monocular-3d-human-pose-estimation-by-146.8-
potter-pooling-attention-transformer-for56.535.1
transfusion-cross-view-fusion-with25.8-
tcpformer-learning-temporal-correlation-with15.5-
learning-to-regress-bodies-from-images-using-160.940.3
deep-kinematic-pose-regression107.26-
global-to-local-modeling-for-video-based-3d6746.3
cross-attention-of-disentangled-modalities52.233.7
improving-robustness-and-accuracy-via44.3-
lifting-transformer-for-3d-human-pose44-
learning-to-reconstruct-3d-human-pose-and-41.1
jointformer-single-frame-lifting-transformer34-
joint-3d-human-shape-recovery-from-a-single61.235.4
propagating-lstm-3d-pose-estimation-based-on52.8-
fusionformer-exploiting-the-joint-motion48.7-
towards-generalization-of-3d-human-pose61.3-
motion-guided-3d-pose-estimation-from-videos25.6-
sparse-representation-for-3d-shape-estimation-106.7
temporal-aware-refinement-for-video-based45.633.3
semantic-graph-convolutional-networks-for-3d57.6-
solopose-one-shot-kinematic-3d-human-pose 38.929.9
pose2mesh-graph-convolutional-network-for-3d64.948.7
generalizing-monocular-3d-human-pose58-
integral-human-pose-regression49.640.6
heater-an-efficient-and-unified-network-for49.932.8
graph-stacked-hourglass-networks-for-3d-human35.8-
motion-guided-3d-pose-estimation-from-videos42.6-
unite-the-people-closing-the-loop-between-3d-80.7
simpoe-simulated-character-control-for-3d56.741.6
posetriplet-co-evolving-3d-human-pose68.2-
htnet-human-topology-aware-network-for-3d47.638.6
shape-aware-human-pose-and-shape44.4-
flex-parameter-free-multi-view-3d-human30.9-
diffupose-monocular-3d-human-pose-estimation49.4-
skelformer-markerless-3d-pose-and-shape33.527.8
p-stmo-pre-trained-spatial-temporal-many-to44.1-
gast-net-graph-attention-spatio-temporal45.735.9
motionbert-unified-pretraining-for-human16.9-
conditional-directed-graph-convolution-for-3d22.7-
diffpose-toward-more-reliable-3d-pose36.9-
crossformer-cross-spatio-temporal-transformer28.3-
learning-dynamical-human-joint-affinity-for45.3-
unihpe-towards-unified-human-pose-estimation53.640.9
camerapose-weakly-supervised-monocular-3d38.87-
single-shot-multi-person-3d-pose-estimation69.9-
pc-hmr-pose-calibration-for-3d-human-mesh47.937.3
beyond-static-features-for-temporally62.341.1
synthetic-training-for-accurate-3d-human-pose-55.4
deep-monocular-3d-human-pose-estimation-via48.7-
learning-temporal-3d-human-pose-estimation43.0-
enhanced-3d-human-pose-estimation-from-videos33.4-
canonpose-self-supervised-monocular-3d-human74.3-
learning-skeletal-graph-neural-networks-for30.4-
hmor-hierarchical-multi-person-ordinal48.630.5
graphmlp-a-graph-mlp-like-architecture-for-3d35.1-
gast-net-graph-attention-spatio-temporal4937.4
lifting-transformer-for-3d-human-pose43.7-
camera-distance-aware-top-down-approach-for53.3-
mpt-mesh-pre-training-with-transformers-for45.331.7
deepfuse-an-imu-aware-network-for-real-time37.5-
epipolar-transformers26.9-
zolly-zoom-focal-length-correctly-for49.432.3
self-supervised-3d-human-pose-estimation-via62.4-
stochastic-modeling-for-learnable-human-pose29.1-
learning-pose-grammar-to-encode-human-body60.445.7
synthetic-occlusion-augmentation-with54.2-
adaptively-multi-view-and-temporal-fusing28.5-
srnet-improving-generalization-in-3d-human33.9-
compositional-human-pose-regression92.467.5
consensus-based-optimization-for-3d-human39-
19050575417.7-
spatial-temporal-graph-convolutional-networks-157.4-
3d-human-pose-estimation-with-2d-marginal55.439
mixste-seq2seq-mixed-spatio-temporal-encoder39.8-
camera-distortion-aware-3d-human-pose-151.4-
semantic-graph-convolutional-networks-for-3d43.8-
smpler-taming-transformers-for-monocular-3d45.232.4
attention-mechanism-exploits-temporal45.1-
3d-lfm-lifting-foundation-model31.89-
3d-human-pose-estimation-with-spatial-and31.3-
mesh-graphormer51.234.5
learning-3d-human-pose-from-structure-and52.136.3
recurrent-3d-pose-sequence-machines73.1-
ellipbody-a-light-weight-and-part-based-47.6
adafuse-adaptive-multiview-fusion-for19.5-
optimizing-network-structure-for-3d-human36.3-
coarse-to-fine-volumetric-prediction-for71.951.9