Methods › Computer Vision › Pose Estimation Models › ZoomNet

ZoomNet

3 papers tagged archive 2025-07-28

Introduced by Sheng Jin et al. in Whole-Body Human Pose Estimation in the Wild

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

ZoomNet is a 2D human whole-body pose estimation technique. It aims to localize dense landmarks on the entire human body including face, hands, body, and feet. ZoomNet follows the top-down paradigm. Given a human bounding box of each person, ZoomNet first localizes the easy-to-detect body keypoints and estimates the rough position of hands and face. Then it zooms in to focus on the hand/face areas and predicts keypoints using features with higher resolution for accurate localization. Unlike previous approaches which usually assemble multiple networks, ZoomNet has a single network that is end-to-end trainable. It unifies five network heads including the human body pose estimator, hand and face detectors, and hand and face pose estimators into a single network with shared low-level features.

PaperSource

Papers archive 2025-07-28

3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
2D Human Pose Estimation2
Pose Estimation2
Camouflaged Object Segmentation1
Facial Landmark Detection1
Hand Pose Estimation1
Image Segmentation1
Keypoint Estimation1
Neural Architecture Search1
Object Detection1
Triplet1
object-detection1

Usage over time archive 2025-07-28

Papers per year tagged with ZoomNet: 2020 to 2022, peak 2 2 0 2020: 1 paper 2020 2021: 0 papers 2021 2022: 2 papers 2022
Papers per year the archive tags with this method, by the paper's archive date (3 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Pose Estimation Models

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