Gaze-DETR: Using Expert Gaze to Reduce False Positives in Vulvovaginal Candidiasis Screening
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Abstract (arXiv)
Accurate detection of vulvovaginal candidiasis is critical for women's health, yet its sparse distribution and visually ambiguous characteristics pose significant challenges for accurate identification by pathologists and neural networks alike. Our eye-tracking data reveals that areas garnering sustained attention - yet not marked by experts after deliberation - are often aligned with false positives of neural networks. Leveraging this finding, we introduce Gaze-DETR, a pioneering method that integrates gaze data to enhance neural network precision by diminishing false positives. Gaze-DETR incorporates a universal gaze-guided warm-up protocol applicable across various detection methods and a gaze-guided rectification strategy specifically designed for DETR-based models. Our comprehensive tests confirm that Gaze-DETR surpasses existing leading methods, showcasing remarkable improvements in detection accuracy and generalizability.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 17 of its 29 references that are in the map. First posted on arXiv 15 May 2024.
Builds on
17 of 29 references.
References · 17
- 2014Microsoft COCO: Common Objects in Contextcited by 17,498
- 2020End-to-End Object Detection with Transformerscited by 7,384
- 2020Deformable DETR: Deformable Transformers for End-to-End Object Detectioncited by 3,410
- 2019MMDetection: Open MMLab Detection Toolbox and Benchmarkcited by 1,379
- 2022DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detectioncited by 1,306
- 2022DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETRcited by 569
- 2020Sparse R-CNN: End-to-End Object Detection with Learnable Proposalscited by 494
- 2022DN-DETR: Accelerate DETR Training by Introducing Query DeNoisingcited by 486
- 2021Conditional DETR for Fast Training Convergencecited by 422
- 2022Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosiscited by 38
- 2023GazeGNN: A Gaze-Guided Graph Neural Network for Chest X-ray Classificationcited by 25
- 2022Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learningcited by 20
5 more
- 2023GazeSAM: What You See is What You Segmentcited by 19
- 2023Mining Gaze for Contrastive Learning toward Computer-Assisted Diagnosiscited by 7
- 2021EllipseNet: Anchor-Free Ellipse Detection for Automatic Cardiac Biometrics in Fetal Echocardiographycited by 5
- 2023Learning Better Contrastive View from Radiologist's Gazecited by 4
- 2023Progressive Attention Guidance for Whole Slide Vulvovaginal Candidiasis Screeningcited by 2
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Citing papers per year: 2025: 2; 2026: 1.
3 papers.