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2D Pose Estimation

detective pose

Papers

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Showing 1–50 of 90 papers

TitleStatusHype
Sapiens: Foundation for Human Vision ModelsCode9
Mamba: Linear-Time Sequence Modeling with Selective State SpacesCode6
SuperAnimal pretrained pose estimation models for behavioral analysisCode5
Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsCode3
DETRPose: Real-time end-to-end transformer model for multi-person pose estimationCode2
A Graph-Based Approach for Category-Agnostic Pose EstimationCode2
X-Pose: Detecting Any KeypointsCode2
Pose for Everything: Towards Category-Agnostic Pose EstimationCode2
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsCode2
Edge Weight Prediction For Category-Agnostic Pose EstimationCode1
MPL: Lifting 3D Human Pose from Multi-view 2D PosesCode1
CapeX: Category-Agnostic Pose Estimation from Textual Point ExplanationCode1
HAP: Structure-Aware Masked Image Modeling for Human-Centric PerceptionCode1
UniHCP: A Unified Model for Human-Centric PerceptionsCode1
Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose EstimationCode1
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in VideosCode1
HuPR: A Benchmark for Human Pose Estimation Using Millimeter Wave RadarCode1
Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting TransformersCode1
A Unified Framework for Domain Adaptive Pose EstimationCode1
HHP-Net: A light Heteroscedastic neural network for Head Pose estimation with uncertaintyCode1
Polarized Self-Attention: Towards High-quality Pixel-wise RegressionCode1
Wavelength-based Attributed Deep Neural Network for Underwater Image RestorationCode1
Rotation Equivariant Siamese Networks for TrackingCode1
Residual Pose: A Decoupled Approach for Depth-based 3D Human Pose EstimationCode1
SMAP: Single-Shot Multi-Person Absolute 3D Pose EstimationCode1
Simultaneously-Collected Multimodal Lying Pose Dataset: Towards In-Bed Human Pose Monitoring under Adverse Vision ConditionsCode1
WormPose: Image synthesis and convolutional networks for pose estimation in C. elegansCode1
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose ReconstructionCode1
Epipolar TransformersCode1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric ApproachCode1
Deep High-Resolution Representation Learning for Human Pose EstimationCode1
CzechLynx: A Dataset for Individual Identification and Pose Estimation of the Eurasian Lynx—0
The Way Up: A Dataset for Hold Usage Detection in Sport Climbing—0
Polar Coordinate-Based 2D Pose Prior with Neural Distance FieldCode0
Towards Unconstrained 2D Pose Estimation of the Human Spine—0
Transformers with Joint Tokens and Local-Global Attention for Efficient Human Pose Estimation—0
L3D-Pose: Lifting Pose for 3D Avatars from a Single Camera in the Wild—0
HandOS: 3D Hand Reconstruction in One Stage—0
CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models—0
ZebraPose: Zebra Detection and Pose Estimation using only Synthetic Data—0
RTMW: Real-Time Multi-Person 2D and 3D Whole-body Pose EstimationCode0
Automatic infant 2D pose estimation from videos: comparing seven deep neural network methods—0
POISE: Pose Guided Human Silhouette Extraction under OcclusionsCode0
Modeling the Uncertainty with Maximum Discrepant Students for Semi-supervised 2D Pose Estimation—0
Human Pose-based Estimation, Tracking and Action Recognition with Deep Learning: A Survey—0
SwimXYZ: A large-scale dataset of synthetic swimming motions and videos—0
Joint Coordinate Regression and Association For Multi-Person Pose Estimation, A Pure Neural Network Approach—0
Efficient Vision Transformer for Human Pose Estimation via Patch Selection—0
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPoseCode0
2D Pose Estimation based Child Action RecognitionCode0
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All datasetsiRodentMP-100300WAnimal KingdomDesert LocustHARPERHuman3.6MMacaquePoseVinegar Fly

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1fine-tuned HRNetw32 pretrained on SuperAnimal (1 fac of data)Average mAP72.97—Unverified
2fine-tuned HRNetw32 pretrained on AP-10K (1 fac of data)Average mAP61.64—Unverified
3fine-tuned HRNetw32 pretrained on SuperAnimal (0.01 fac of data)Average mAP60.85—Unverified
4fine-tuned HRNetw32 pretrained on ImageNetAverage mAP58.86—Unverified
5zero-shot HRNet-w32 pretrained on SuperAnimal-QuadrupedAverage mAP58.56—Unverified
6zero-shot AnimalTokenPose pretrained on AP-10KAverage mAP55.42—Unverified
7fine-tuned HRNetw32 pretrained on AP-10K (0.01 fac of data)Average mAP43.14—Unverified
8zero-shot HRNet-w32 pretrained on AP-10KAverage mAP40.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CapeLLMMean PCK@0.2 - 1shot92.6—Unverified
2CapeXMean PCK@0.2 - 1shot91.5—Unverified
3EdgeCapeMean PCK@0.2 - 1shot89.01—Unverified
4PoseAnything-TMean PCK@0.2 - 1shot87.47—Unverified
5CapeFormerMean PCK@0.2 - 1shot85.31—Unverified
6POMNetMean PCK@0.2 - 1shot79.7—Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseMean PCK@0.299.4—Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseMean PCK@0.296.1—Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseMean PCK@0.299.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HRNetPCK868—Unverified
#ModelMetricClaimedVerifiedStatus
1UniHCP (finetune)EPE6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseAP79.4—Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseMean PCK@0.299.9—Unverified