Lameness detection in dairy cows from overhead view: high-precision keypoint localization and multi-feature fusion classification

These findings indicate that overhead RGB-D imaging, combined with precise keypoint detection and feature fusion, provides a reliable strategy for accurate lameness detection in dairy cows. The proposed method offers valuable theoretical and technical support for health monitoring and intelligent management in modern dairy farming.

Authors

Institutions

Publication Details

Journal
Frontiers in Veterinary Science
Published
2025-09-09
DOI
https://doi.org/10.3389/fvets.2025.1675181
Citations
1
Primary Topic
Animal Behavior and Welfare Studies
Type
article
Field-Weighted Citation Impact
2.35

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Lameness detection in dairy cows from overhead view: high-precision keypoint localization and multi-feature fusion classification

Weijun Duan, Fang Wang, Honghui Li, Na Liu et al.
1 citations
Frontiers in Veterinary Science
Animal Behavior and Welfare Studies
2.35
article

Lameness detection in dairy cows from overhead view: high-precision keypoint localization and multi-feature fusion classification

Weijun Duan, Fang Wang, Honghui Li, Na Liu, Xueliang Fu
article en
1 citations

Abstract

These findings indicate that overhead RGB-D imaging, combined with precise keypoint detection and feature fusion, provides a reliable strategy for accurate lameness detection in dairy cows. The proposed method offers valuable theoretical and technical support for health monitoring and intelligent management in modern dairy farming.

Frontiers in Veterinary ScienceVol. 12
Inner Mongolia Agricultural University (CN), Beijing Institute of Big Data Research (CN), Inner Mongolia Academy of Agricultural & Animal Husbandry Sciences (CN), National Agricultural Research and Innovation Centre (HU)
Natural Science Foundation of Inner Mongolia
Openalex Percentile: Top 11%
Animal Behavior and Welfare Studies
2.35
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Lameness detection in dairy cows from overhead view: high-precision keypoint localization and multi-feature fusion classification — Weijun Duan, Fang Wang, et al. · Frontiers in Veterinary Science (2025) | TGRS Research Map | TGRS