Cover Image

Annotation-Efficient Polyp Segmentation via Active Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Duojun, Xiong, Xinyu, Fan, De-Jun, Gao, Feng, Wu, Xiao-Jian, Li, Guanbin
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

AlignSAM: Aligning Segment Anything Model to Open Context via Reinforcement Learning
by: Huang, Duojun, et al.
Published: (2024)

Semi- and Weakly-Supervised Learning for Mammogram Mass Segmentation with Limited Annotations
by: Xiong, Xinyu, et al.
Published: (2024)

ECC-PolypDet: Enhanced CenterNet with Contrastive Learning for Automatic Polyp Detection
by: Jiang, Yuncheng, et al.
Published: (2024)

MARIO: A Mixed Annotation Framework For Polyp Segmentation
by: Li, Haoyang, et al.
Published: (2025)

CL-Polyp: A Contrastive Learning-Enhanced Network for Accurate Polyp Segmentation
by: Li, Desheng, et al.
Published: (2025)

PDC-Net: Pattern Divide-and-Conquer Network for Pelvic Radiation Injury Segmentation
by: Xiong, Xinyu, et al.
Published: (2025)

One Polyp Identifies All: One-Shot Polyp Segmentation with SAM via Cascaded Priors and Iterative Prompt Evolution
by: Mao, Xinyu, et al.
Published: (2025)

SAM2-UNeXT: An Improved High-Resolution Baseline for Adapting Foundation Models to Downstream Segmentation Tasks
by: Xiong, Xinyu, et al.
Published: (2025)

MixPolyp: Integrating Mask, Box and Scribble Supervision for Enhanced Polyp Segmentation
by: Hu, Yiwen, et al.
Published: (2024)

ESA: Annotation-Efficient Active Learning for Semantic Segmentation
by: Ge, Jinchao, et al.
Published: (2024)

Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation
by: Ming, Yu, et al.
Published: (2024)

Polyp-E: Benchmarking the Robustness of Deep Segmentation Models via Polyp Editing
by: Wei, Runpu, et al.
Published: (2024)

SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation
by: Xiong, Xinyu, et al.
Published: (2024)

Generalize Polyp Segmentation via Inpainting across Diverse Backgrounds and Pseudo-Mask Refinement
by: Ma, Jiajian, et al.
Published: (2024)

Edge-aware Feature Aggregation Network for Polyp Segmentation
by: Zhou, Tao, et al.
Published: (2023)

Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey
by: Wu, Zhenyu, et al.
Published: (2024)

Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers
by: Dong, Bo, et al.
Published: (2021)

A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends
by: Mei, Jiaxin, et al.
Published: (2023)

UniCell: Universal Cell Nucleus Classification via Prompt Learning
by: Huang, Junjia, et al.
Published: (2024)

Polyp-DDPM: Diffusion-Based Semantic Polyp Synthesis for Enhanced Segmentation
by: Dorjsembe, Zolnamar, et al.
Published: (2024)

MonoBox: Tightness-free Box-supervised Polyp Segmentation using Monotonicity Constraint
by: Hu, Qiang, et al.
Published: (2024)

ASGNet: Adaptive Spectrum Guidance Network for Automatic Polyp Segmentation
by: Sun, Yanguang, et al.
Published: (2026)

CMFDNet: Cross-Mamba and Feature Discovery Network for Polyp Segmentation
by: Jiang, Feng, et al.
Published: (2025)

Polyp-DAM: Polyp segmentation via depth anything model
by: Zheng, Zhuoran, et al.
Published: (2024)

Learning with Geometric Priors in U-Net Variants for Polyp Segmentation
by: Vazquez, Fabian, et al.
Published: (2026)

Prompt-DAS: Annotation-Efficient Prompt Learning for Domain Adaptive Semantic Segmentation of Electron Microscopy Images
by: Chen, Jiabao, et al.
Published: (2025)

Decomposition Sampling for Efficient Region Annotations in Active Learning
by: Qiu, Jingna, et al.
Published: (2025)

MAST: Video Polyp Segmentation with a Mixture-Attention Siamese Transformer
by: Chen, Geng, et al.
Published: (2024)

Multi-Layer Dense Attention Decoder for Polyp Segmentation
by: Patel, Krushi, et al.
Published: (2024)

Progressively Normalized Self-Attention Network for Video Polyp Segmentation
by: Ji, Ge-Peng, et al.
Published: (2021)

Active Learning Enabled Low-cost Cell Image Segmentation Using Bounding Box Annotation
by: Zhu, Yu, et al.
Published: (2024)

AgentPolyp: Accurate Polyp Segmentation via Image Enhancement Agent
by: Wang, Pu, et al.
Published: (2025)

Reducing Annotating Load: Active Learning with Synthetic Images in Surgical Instrument Segmentation
by: Peng, Haonan, et al.
Published: (2021)

Ultrasound Nodule Segmentation Using Asymmetric Learning with Simple Clinical Annotation
by: Zhao, Xingyue, et al.
Published: (2024)

First-frame Supervised Video Polyp Segmentation via Propagative and Semantic Dual-teacher Network
by: Hu, Qiang, et al.
Published: (2024)

Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation
by: Chen, Yilong, et al.
Published: (2024)

Annotation-Free Visual Reasoning for High-Resolution Large Multimodal Models via Reinforcement Learning
by: Yang, Jiacheng, et al.
Published: (2026)

Rethinking Polyp Segmentation from an Out-of-Distribution Perspective
by: Ji, Ge-Peng, et al.
Published: (2023)

Transformer-Enhanced Iterative Feedback Mechanism for Polyp Segmentation
by: Tomar, Nikhil Kumar, et al.
Published: (2024)

Hierarchical Semi-Supervised Active Learning for Remote Sensing
by: Huang, Wei, et al.
Published: (2025)