Cover Image

Quality Sentinel: Estimating Label Quality and Errors in Medical Segmentation Datasets

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Yixiong, Zhou, Zongwei, Yuille, Alan
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Large-Scale Label Quality Assessment for Medical Segmentation via a Vision-Language Judge and Synthetic Data
by: Chen, Yixiong, et al.
Published: (2026)

Beyond Masks: The Case for Medical Image Parsing
by: Gupta, Siddharth, et al.
Published: (2026)

How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
by: Li, Wenxuan, et al.
Published: (2025)

Embracing Massive Medical Data
by: Chou, Yu-Cheng, et al.
Published: (2024)

Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering
by: Chen, Yixiong, et al.
Published: (2025)

Leveraging AI Predicted and Expert Revised Annotations in Interactive Segmentation: Continual Tuning or Full Training?
by: Zhang, Tiezheng, et al.
Published: (2024)

Label Critic: Design Data Before Models
by: Bassi, Pedro R. A. S., et al.
Published: (2024)

RadThinking: A Dataset for Longitudinal Clinical Reasoning in Radiology
by: Li, Wenxuan, et al.
Published: (2026)

ViMix-14M: A Curated Multi-Source Video-Text Dataset with Long-Form, High-Quality Captions and Crawl-Free Access
by: Yang, Timing, et al.
Published: (2025)

DeepTumorVQA: A Hierarchical 3D CT Benchmark for Stage-Wise Evaluation of Medical VLMs and Tool-Augmented Agents
by: Chen, Yixiong, et al.
Published: (2026)

Frequency-Aware Flow Matching for High-Quality Image Generation
by: Ren, Sucheng, et al.
Published: (2026)

From Pixel to Cancer: Cellular Automata in Computed Tomography
by: Lai, Yuxiang, et al.
Published: (2024)

Structure-Aware Sparse-View X-ray 3D Reconstruction
by: Cai, Yuanhao, et al.
Published: (2023)

M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation
by: Ren, Sucheng, et al.
Published: (2024)

Auditing Significance, Metric Choice, and Demographic Fairness in Medical AI Challenges
by: Lubonja, Ariel, et al.
Published: (2025)

Analyzing Tumors by Synthesis
by: Chen, Qi, et al.
Published: (2024)

Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning
by: Yang, Yijun, et al.
Published: (2025)

Foundation VAEs for 3D CT Reconstruction, Augmentation, and Generation
by: Chen, Qi, et al.
Published: (2026)

Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data
by: Chen, Qi, et al.
Published: (2025)

NTIRE 2025 Challenge on Video Quality Enhancement for Video Conferencing: Datasets, Methods and Results
by: Jain, Varun, et al.
Published: (2025)

Acquiring Weak Annotations for Tumor Localization in Temporal and Volumetric Data
by: Chou, Yu-Cheng, et al.
Published: (2023)

Pseudo-Label Quality Decoupling and Correction for Semi-Supervised Instance Segmentation
by: Lin, Jianghang, et al.
Published: (2025)

Impact of Localization Errors on Label Quality for Online HD Map Construction
by: Blumberg, Alexander, et al.
Published: (2026)

Quality-Guided Semi-Supervised Learning for Medical Image Segmentation
by: Abhishek, Kumar, et al.
Published: (2026)

Label Errors in the Tobacco3482 Dataset
by: Lim, Gordon, et al.
Published: (2024)

Computer Vision and Its Relationship to Cognitive Science: A perspective from Bayes Decision Theory
by: Yuille, Alan, et al.
Published: (2026)

From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation
by: Xie, Yunfei, et al.
Published: (2024)

Towards Generalizable Tumor Synthesis
by: Chen, Qi, et al.
Published: (2024)

AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks
by: Qu, Chongyu, et al.
Published: (2023)

PanTS: The Pancreatic Tumor Segmentation Dataset
by: Li, Wenxuan, et al.
Published: (2025)

Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
by: Ren, Sucheng, et al.
Published: (2024)

Name That Part: 3D Part Segmentation and Naming
by: Paul, Soumava, et al.
Published: (2025)

Adaptive Label Correction for Robust Medical Image Segmentation with Noisy Labels
by: Qian, Chengxuan, et al.
Published: (2025)

Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels
by: Dong, Jiahua, et al.
Published: (2024)

Medical Visual Prompting (MVP): A Unified Framework for Versatile and High-Quality Medical Image Segmentation
by: Chen, Yulin, et al.
Published: (2024)

Compressed Feature Quality Assessment: Dataset and Baselines
by: Gao, Changsheng, et al.
Published: (2025)

ShapeKit
by: Liu, Junqi, et al.
Published: (2025)

CoCa-CXR: Contrastive Captioners Learn Strong Temporal Structures for Chest X-Ray Vision-Language Understanding
by: Chen, Yixiong, et al.
Published: (2025)

HDRSDR-VQA: A Subjective Video Quality Dataset for HDR and SDR Comparative Evaluation
by: Chen, Bowen, et al.
Published: (2025)

USIS16K: High-Quality Dataset for Underwater Salient Instance Segmentation
by: Hong, Lin, et al.
Published: (2025)