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 27512800 of 4228 papers

TitleStatusHype
SelfPose: 3D Egocentric Pose Estimation from a Headset Mounted CameraCode1
Unsupervised Deep Persistent Monocular Visual Odometry and Depth Estimation in Extreme Environments0
PREGAN: Pose Randomization and Estimation for Weakly Paired Image Style TranslationCode1
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded PeopleCode1
Pose Estimation of Specular and Symmetrical Objects0
Exploring Severe Occlusion: Multi-Person 3D Pose Estimation with Gated Convolution0
PyraPose: Feature Pyramids for Fast and Accurate Object Pose Estimation under Domain ShiftCode0
3D Object Recognition By Corresponding and Quantizing Neural 3D Scene Representations0
Perception for Autonomous Systems (PAZ)Code1
P^2 Net: Augmented Parallel-Pyramid Net for Attention Guided Pose Estimation0
GraphMDN: Leveraging graph structure and deep learning to solve inverse problems0
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the WildCode1
Improving the generalization of network based relative pose regression: dimension reduction as a regularizer0
REDE: End-to-end Object 6D Pose Robust Estimation Using Differentiable Outliers EliminationCode1
View-Invariant, Occlusion-Robust Probabilistic Embedding for Human PoseCode0
Efficient grouping for keypoint detection0
Error Bounds of Projection Models in Weakly Supervised 3D Human Pose Estimation0
DiSCO: Differentiable Scan Context with OrientationCode1
Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusionsCode1
SHREC 2020 track: 6D Object Pose Estimation0
Towards Accurate Human Pose Estimation in Videos of Crowded Scenes0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
Robot Navigation in Constrained Pedestrian Environments using Reinforcement LearningCode1
Manipulation-Oriented Object Perception in Clutter through Affordance Coordinate FramesCode0
Pose Estimation for Robot Manipulators via Keypoint Optimization and Sim-to-Real TransferCode0
A Vector-based Representation to Enhance Head Pose Estimation0
Multi-Scale Networks for 3D Human Pose Estimation with Inference Stage Optimization0
Invariant Representation Learning for Infant Pose Estimation with Small DataCode1
Self-Supervised Multi-View Synchronization Learning for 3D Pose Estimation0
LM-Reloc: Levenberg-Marquardt Based Direct Visual Relocalization0
A review of 3D human pose estimation algorithms for markerless motion capture0
Towards human-level performance on automatic pose estimation of infant spontaneous movements0
PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation0
Learning 3D Face Reconstruction with a Pose Guidance Network0
3D Object Detection and Pose Estimation of Unseen Objects in Color Images with Local Surface Embeddings0
Continuous close-range 3D object pose estimation0
Active Learning for Bayesian 3D Hand Pose EstimationCode1
Can You Trust Your Pose? Confidence Estimation in Visual Localization0
Monocular Differentiable Rendering for Self-Supervised 3D Object Detection0
I Like to Move It: 6D Pose Estimation as an Action Decision Process0
FLC tuned with Gravitational Search Algorithm for Nonlinear Pose Filter0
SIA-GCN: A Spatial Information Aware Graph Neural Network with 2D Convolutions for Hand Pose Estimation0
CAD2Real: Deep learning with domain randomization of CAD data for 3D pose estimation of electronic control unit housings0
Correction to:"Position estimation from direction or range measurements"0
3D Object Localization Using 2D Estimates for Computer Vision Applications0
Dual-SLAM: A framework for robust single camera navigation0
A Real-Time Predictive Pedestrian Collision Warning Service for Cooperative Intelligent Transportation Systems Using 3D Pose EstimationCode1
3D-FUTURE: 3D Furniture shape with TextURE0
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the WildCode1
High-precision target positioning system for unmanned vehicles based on binocular vision0
Show:102550
← PrevPage 56 of 85Next →

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