Cover Image

ESA: Annotation-Efficient Active Learning for Semantic Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ge, Jinchao, Zhang, Zeyu, Phan, Minh Hieu, Zhang, Bowen, Liu, Akide, Zhao, Yang, Zhao, Shuwen
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

CIT: Rethinking Class-incremental Semantic Segmentation with a Class Independent Transformation
by: Ge, Jinchao, et al.
Published: (2024)

Point Cloud Semantic Segmentation with Sparse and Inhomogeneous Annotations
by: Pan, Zhiyi, et al.
Published: (2023)

Motion Mamba: Efficient and Long Sequence Motion Generation
by: Zhang, Zeyu, et al.
Published: (2024)

SegReg: Segmenting OARs by Registering MR Images and CT Annotations
by: Zhang, Zeyu, et al.
Published: (2023)

Annotation-Efficient Polyp Segmentation via Active Learning
by: Huang, Duojun, et al.
Published: (2024)

How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model
by: Zhang, Yixin, et al.
Published: (2023)

MMCLIP: Cross-modal Attention Masked Modelling for Medical Language-Image Pre-Training
by: Wu, Biao, et al.
Published: (2024)

DGRNet: Disagreement-Guided Refinement for Uncertainty-Aware Brain Tumor Segmentation
by: Mohammadi, Bahram, et al.
Published: (2026)

Improving the Robustness of 3D Human Pose Estimation: A Benchmark and Learning from Noisy Input
by: Hoang, Trung-Hieu, et al.
Published: (2023)

ZPressor: Bottleneck-Aware Compression for Scalable Feed-Forward 3DGS
by: Wang, Weijie, et al.
Published: (2025)

DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation
by: Yin, Bowen, et al.
Published: (2023)

Parameter-Efficient Semantic Augmentation for Enhancing Open-Vocabulary Object Detection
by: Cao, Weihao, et al.
Published: (2026)

Bayesian Active Learning for Semantic Segmentation
by: Didari, Sima, et al.
Published: (2024)

Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
by: Phan, Vu Minh Hieu, et al.
Published: (2024)

SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation
by: Zhu, Hongjie, et al.
Published: (2025)

ConSept: Continual Semantic Segmentation via Adapter-based Vision Transformer
by: Dong, Bowen, et al.
Published: (2024)

CoV: Chain-of-View Prompting for Spatial Reasoning
by: Zhao, Haoyu, et al.
Published: (2026)

Synthetic Instance Segmentation from Semantic Image Segmentation Masks
by: Shen, Yuchen, et al.
Published: (2023)

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

Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis
by: Phan, Vu Minh Hieu, et al.
Published: (2024)

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

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

Hierarchical Text-Guided Brain Tumor Segmentation via Sub-Region-Aware Prompts
by: Mohammadi, Bahram, et al.
Published: (2026)

SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging Segmentation
by: Tan, Shengbo, et al.
Published: (2024)

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

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

JoDiffusion: Jointly Diffusing Image with Pixel-Level Annotations for Semantic Segmentation Promotion
by: Wang, Haoyu, et al.
Published: (2025)

DC-Scene: Data-Centric Learning for 3D Scene Understanding
by: Huang, Ting, et al.
Published: (2025)

Prototype-Based Low Altitude UAV Semantic Segmentation
by: Zhang, Da, et al.
Published: (2026)

InfiniMotion: Mamba Boosts Memory in Transformer for Arbitrary Long Motion Generation
by: Zhang, Zeyu, et al.
Published: (2024)

MILAN: Milli-Annotations for Lidar Semantic Segmentation
by: Samet, Nermin, et al.
Published: (2024)

DiffuMask: Synthesizing Images with Pixel-level Annotations for Semantic Segmentation Using Diffusion Models
by: Wu, Weijia, et al.
Published: (2023)

Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP
by: Xu, Zhongxing, et al.
Published: (2024)

Sparse Refinement for Efficient High-Resolution Semantic Segmentation
by: Liu, Zhijian, et al.
Published: (2024)

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

Exploring Active Learning for Label-Efficient Training of Semantic Neural Radiance Field
by: Zhu, Yuzhe, et al.
Published: (2025)

From Healthy Scans to Annotated Tumors: A Tumor Fabrication Framework for 3D Brain MRI Synthesis
by: Dong, Nayu, et al.
Published: (2025)

MESA: Effective Matching Redundancy Reduction by Semantic Area Segmentation
by: Zhang, Yesheng, et al.
Published: (2024)

ELiTe: Efficient Image-to-LiDAR Knowledge Transfer for Semantic Segmentation
by: Zhang, Zhibo, et al.
Published: (2024)

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation
by: Zhang, Ruicheng, et al.
Published: (2025)