SOTAVerified

Pose Estimation

Pose Estimation is a computer vision task where the goal is to detect the position and orientation of a person or an object. Usually, this is done by predicting the location of specific keypoints like hands, head, elbows, etc. in case of Human Pose Estimation.

A common benchmark for this task is MPII Human Pose

( Image credit: Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose )

Papers

Showing 451500 of 4228 papers

TitleStatusHype
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty PropagationCode1
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis AggregationCode1
Linear-Covariance Loss for End-to-End Learning of 6D Pose EstimationCode1
Neural Refinement for Absolute Pose Regression with Feature SynthesisCode1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal TransformerCode1
SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban EnvironmentsCode1
Panoptic Mapping with Fruit Completion and Pose Estimation for Horticultural RobotsCode1
Convolutional Cross-View Pose EstimationCode1
Semi-Supervised 2D Human Pose Estimation Driven by Position Inconsistency Pseudo Label Correction ModuleCode1
UniHCP: A Unified Model for Human-Centric PerceptionsCode1
Improving Transformer-based Image Matching by Cascaded Capturing Spatially Informative KeypointsCode1
DistilPose: Tokenized Pose Regression with Heatmap DistillationCode1
Depth-based 6DoF Object Pose Estimation using Swin TransformerCode1
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokensCode1
Self-Supervised Category-Level Articulated Object Pose Estimation with Part-Level SE(3) EquivarianceCode1
HTNet: Human Topology Aware Network for 3D Human Pose EstimationCode1
To Perceive or Not to Perceive: Lightweight Stacked Hourglass NetworkCode1
3D Human Pose and Shape Estimation via HybrIK-TransformerCode1
3D Neural Embedding Likelihood: Probabilistic Inverse Graphics for Robust 6D Pose EstimationCode1
Explicit Box Detection Unifies End-to-End Multi-Person Pose EstimationCode1
HDFormer: High-order Directed Transformer for 3D Human Pose EstimationCode1
DirectMHP: Direct 2D Multi-Person Head Pose Estimation with Full-range AnglesCode1
An Efficient Convex Hull-based Vehicle Pose Estimation Method for 3D LiDARCode1
HaMuCo: Hand Pose Estimation via Multiview Collaborative Self-Supervised LearningCode1
Domain Adaptation for Head Pose Estimation Using Relative Pose ConsistencyCode1
Modeling Uncertain Feature Representation for Domain GeneralizationCode1
Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose EstimationCode1
Video Object Segmentation-aware Video Frame InterpolationCode1
Handy: Towards a High Fidelity 3D Hand Shape and Appearance ModelCode1
Rethinking Pose Estimation in Crowds: Overcoming the Detection Information Bottleneck and AmbiguityCode1
LightedDepth: Video Depth Estimation in Light of Limited Inference View AnglesCode1
Harmonious Feature Learning for Interactive Hand-Object Pose EstimationCode1
3D Human Pose Estimation With Spatio-Temporal Criss-Cross AttentionCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
Query6DoF: Learning Sparse Queries as Implicit Shape Prior for Category-Level 6DoF Pose EstimationCode1
Algebraically Rigorous Quaternion Framework for the Neural Network Pose Estimation ProblemCode1
Learning Symmetry-Aware Geometry Correspondences for 6D Object Pose EstimationCode1
TokenHPE: Learning Orientation Tokens for Efficient Head Pose Estimation via TransformersCode1
SGLoc: Scene Geometry Encoding for Outdoor LiDAR LocalizationCode1
Spacecraft Pose Estimation Based on Unsupervised Domain Adaptation and on a 3D-Guided Loss CombinationCode1
Automatically Annotating Indoor Images with CAD Models via RGB-D ScansCode1
Full-Body Articulated Human-Object InteractionCode1
Scene-aware Egocentric 3D Human Pose EstimationCode1
Ego-Body Pose Estimation via Ego-Head Pose EstimationCode1
Few-View Object Reconstruction with Unknown Categories and Camera PosesCode1
3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic ViewsCode1
Med-Query: Steerable Parsing of 9-DoF Medical Anatomies with Query EmbeddingCode1
Self-Emphasizing Network for Continuous Sign Language RecognitionCode1
OpenApePose: a database of annotated ape photographs for pose estimationCode1
DiffPose: Toward More Reliable 3D Pose EstimationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1yoloposeAP5090.3Unverified
2ViTPose (ViTAE-G, ensemble)AP81.1Unverified
3ViTPose (ViTAE-G)AP80.9Unverified
4UDP-Pose-PSA(384x288)AP79.5Unverified
5PoseBH-HAP79.5Unverified
64xRSN-50 (ensemble)AP79.2Unverified
7UDP-Pose-PSA(256x192)AP78.9Unverified
8CCM+AP78.9Unverified
94xRSN-50AP78.6Unverified
10PCT (256x256)AP78.3Unverified
#ModelMetricClaimedVerifiedStatus
1PCT (swin-l, test set)PCKh-0.594.3Unverified
2Soft-gated Skip ConnectionsPCKh-0.594.1Unverified
3Cascade Feature AggregationPCKh-0.593.9Unverified
4PCT (swin-b, test set)PCKh-0.593.8Unverified
5TransPosePCKh-0.593.5Unverified
6UniHCP (FT)PCKh-0.593.2Unverified
74xRSN-50PCKh-0.593Unverified
8UniPosePCKh-0.592.7Unverified
9MSPNPCKh-0.592.6Unverified
10Spatial ContextPCKh-0.592.5Unverified
#ModelMetricClaimedVerifiedStatus
1ViTPose (ViTAE-G, GT bounding boxes)Test AP93.3Unverified
2UniHCP (direct eval)Test AP87.4Unverified
3PoseBH-HTest AP87Unverified
4RTMPose(RTMPose-l, GT bounding boxes)Test AP80.3Unverified
5TransPose-HValidation AP62.3Unverified
6BBox-Mask-Pose 2xTest AP48.3Unverified
7BUCTD (CID-W32)Test AP47.2Unverified
8HQNet (ViT-L)Test AP45.6Unverified
9CID (HRNet-W48)Test AP45Unverified
10MaskPose-bTest AP45Unverified
#ModelMetricClaimedVerifiedStatus
1OmniPosePCK99.5Unverified
2Soft-gated Skip ConnectionsPCK94.8Unverified
3UniPosePCK94.5Unverified
4Residual Hourglass + ASR + AHOPCK94.5Unverified
5Chou et al. arXiv'17PCK94Unverified
6Pyramid Residual Modules (PRMs)PCK93.9Unverified
7Stacked hourglass + Inception-resnetPCK93.9Unverified
8Multi-Context AttentionPCK92.6Unverified
9FPDPCK90.8Unverified
10Part heatmap regression (ResNet-152)PCK90.7Unverified
#ModelMetricClaimedVerifiedStatus
1BUCTD-W48 (w/cond. input from PETR, and generative sampling)AP78.5Unverified
2ViTPose-GAP78.3Unverified
3BUCTD-W48 (w/cond. input from PETR)AP76.7Unverified
4SwinV2-L 1K-MIMAP75.5Unverified
5SwinV2-B 1K-MIMAP74.9Unverified
6BUCTD-W48AP72.9Unverified
7OpenPifPafAP70.5Unverified
8MIPNet (HRNet-W48)AP70Unverified
9KAPAO-LAP68.9Unverified
10KAPAO-MAP67.1Unverified
#ModelMetricClaimedVerifiedStatus
1CCNet (ViTPose-B_GT-bbox_256x192)AP78.1Unverified
2MogaNet-B (384x288)AP77.3Unverified
3ViTPose-B (Single-task_GT-bbox_256x192)AP77.3Unverified
4MogaNet-S (384x288)AP76.4Unverified
5Bias (HRNet_256x192)AP75.8Unverified
6ViTPose-B (Single-task_Det-bbox_256x192)AP75.8Unverified
7HRNet (256x192)AP75.3Unverified
8MogaNet-S (256x192)AP74.9Unverified
9MogaNet-T (256x192)AP73.2Unverified
10RLE (256x192)AP71.3Unverified
#ModelMetricClaimedVerifiedStatus
1Hulk(Finetune, ViT-L)AP37.1Unverified
2Hulk(Finetune, ViT-B)AP35.6Unverified
3HRFormer (HRFomer-B)AP34.4Unverified
4UniHCP (finetune)AP33.6Unverified
5HRNet (HRNet-w48 )AP33.5Unverified
6HRNet (HRNet-w32)AP32.3Unverified
7HRFormer (HRFomer-S)AP31.6Unverified
8SimpleBaseline (ResNet-152)AP29.9Unverified
9SimpleBaseline (ResNet-101)AP29.4Unverified
10SimpleBaseline (ResNet-50)AP28Unverified
#ModelMetricClaimedVerifiedStatus
1BUCTD (PETR, with generative sampling)APL83.7Unverified
2OmniPose (WASPv2)AP79.5Unverified
3MetaPrompt-SDAP79Unverified
4Hulk(Finetune, ViT-L)AP78.7Unverified
5BUCTD (PETR, with generative sampling)AP77.8Unverified
6Hulk(Finetune, ViT-B)AP77.5Unverified
7I²R-Net (1st stage:HRFormer-B)AP77.3Unverified
8PATH (Partial FT)AP77.1Unverified
9SOLIDER (swin-B)AP76.6Unverified
10PEFORMER-Xcit-dino-p8AP72.6Unverified
#ModelMetricClaimedVerifiedStatus
1GIM-DKMDUC1-Acc@0.25m,10°57.1Unverified
2GIM-LoFTRDUC1-Acc@0.25m,10°54.5Unverified
3GIM-SuperGlueDUC1-Acc@0.25m,10°53.5Unverified
4DKMDUC1-Acc@0.25m,10°51.5Unverified
5SuperGlueDUC1-Acc@0.25m,10°49Unverified
6LoFTRDUC1-Acc@0.25m,10°47.5Unverified
#ModelMetricClaimedVerifiedStatus
1AdaPoseMean mAP93.38Unverified
2DECA-D3Mean mAP88.75Unverified
3V2V-PoseNetMean mAP88.74Unverified
4A2JMean mAP88Unverified
5RENMean mAP84.9Unverified
6Multi-task learning + viewpoint invarianceMean mAP77.4Unverified
#ModelMetricClaimedVerifiedStatus
1SimpleBaseline + HANetMean PCK@0.299.6Unverified
2DeciWatchMean PCK@0.299Unverified
3LSTM PMMean PCK@0.293.6Unverified
4CPMMean PCK@0.291.9Unverified
5UniTrack_i18Mean PCK@0.280.5Unverified
#ModelMetricClaimedVerifiedStatus
14xRSN-50PCKh@0.593Unverified
2RefinePCKh@0.592.1Unverified
3EfficientPose IVPCKh@0.591.2Unverified
4OpenPosePCKh@0.588.8Unverified
5Adversarial LearningPCKh@0.588.6Unverified
#ModelMetricClaimedVerifiedStatus
1OmniPoseMean PCK@0.299.4Unverified
2UniPose-LSTMMean PCK@0.299.3Unverified
3LSTM PMMean PCK@0.297.7Unverified
4Thin-SlicingMean PCK@0.296.5Unverified
5Iqbal et al.Mean PCK@0.281.1Unverified
#ModelMetricClaimedVerifiedStatus
1DP-RCNN-DeepLab (ResNet-101)AP68Unverified