ReviewSensors (Basel, Switzerland)2021
A Review: Development of Computer Vision-Based Lameness Detection for Dairy Cows and Discussion of the Practical Applications.
Review in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 65 citations in OpenAlex.
- Video-Based Detection of Dairy Cow Hoof-Slipping Behaviour Using Improved DeepLabCut and NeuFlow v2.Animals : an open access journal from MDPI · 2026Article
- Agreement and reliability of dairy cow udder morphometrics between traditional measurements and measurements from a 3-dimensional scanner.JDS communications · 2026Article
- Direct video-based spatiotemporal deep learning for cattle lameness detection.Scientific reports · 2025Article
- Improving bovine disease detection through multilabel classification.Scientific reports · 2025Article
- Real-Time Auto-Monitoring of Livestock: Quantitative Framework and Challenges.Sensors (Basel, Switzerland) · 2025Review
- Video-Based Automated Lameness Detection for Dairy Cows.Sensors (Basel, Switzerland) · 2025Article
- Co-occurrence of sudden feeding behaviour deviations and welfare issue onsets in growing-finishing pigs.Porcine health management · 2025Article
- Evaluating the Reliability and Accuracy of Senior Veterinary Students in Detecting and Scoring Lameness in Dairy Cows.Veterinary medicine and science · 2025Article
- Accuracy of Detecting Degrees of Lameness in Individual Dairy Cattle Within a Herd Using Single and Multiple Changes in Behavior and Gait.Animals : an open access journal from MDPI · 2025Article
- Lameness detection in dairy cows from overhead view: high-precision keypoint localization and multi-feature fusion classification.Frontiers in veterinary science · 2025Article
- Lameness Recognition of Dairy Cows Based on Compensation Behaviour Analysis by Swing and Posture Features from Top View Depth Image.Animals : an open access journal from MDPI · 2024Article
- Lameness in Cattle-Etiopathogenesis, Prevention and Treatment.Animals : an open access journal from MDPI · 2024Review
- Revolutionizing Cow Welfare Monitoring: A Novel Top-View Perspective with Depth Camera-Based Lameness Classification.Journal of imaging · 2024Article
- Article
- Opportunities for Regulatory Authorities to Assess Animal-Based Measures at the Slaughterhouse Using Sensor Technology and Artificial Intelligence: A Review.Animals : an open access journal from MDPI · 2023Review
- Innovations in Cattle Farming: Application of Innovative Technologies and Sensors in the Diagnosis of Diseases.Animals : an open access journal from MDPI · 2023Review
- Precision Livestock Farming: What Does It Contain and What Are the Perspectives?Animals : an open access journal from MDPI · 2023Review
- Variability of gait characteristics in lameness elephant.The Journal of veterinary medical science · 2023Article
- Estimating body weight and body condition score of mature beef cows using depth images.Translational animal science · 2023Article
- Automatic Detection Method of Dairy Cow Feeding Behaviour Based on YOLO Improved Model and Edge Computing.Sensors (Basel, Switzerland) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
The computer vision technique has been rapidly adopted in cow lameness detection research due to its noncontact characteristic and moderate price. This paper attempted to summarize the research progress of computer vision in the detection of lameness. Computer vision lameness detection systems are not popular on farms, and the accuracy and applicability still need to be improved. This paper discusses the problems and development prospects of this technique from three aspects: detection methods, verification methods and application implementation. The paper aims to provide the reader with a summary of the literature and the latest advances in the field of computer vision detection of lameness in dairy cows.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.