Research

Papers for “semantic segmentation”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
Semantic Segmentation of Anaemic RBCs Using Multilevel Deep Convolutional Encoder-Decoder Network	Muhammad Shahzad, Arif Iqbal Umar, Syed Hamad Shirazi	2022	arxiv 2202.04650
DiverseNet: Decision Diversified Semi-supervised Semantic Segmentation Networks for Remote Sensing Imagery	Wanli Ma, Oktay Karakus, Paul L. Rosin	2023	arxiv 2311.13716
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain Adaptation for Cross-Weather Semantic Segmentation	Fengyi Shen, Li Zhou, Kagan Kucukaytekin	2024	arxiv 2402.06446
Harnessing Group-Oriented Consistency Constraints for Semi-Supervised Semantic Segmentation in CdZnTe Semiconductors	Peihao Li, Yan Fang, Man Liu	2025	arxiv 2508.12766
WoundAmbit: Bridging State-of-the-Art Semantic Segmentation and Real-World Wound Care	Vanessa Borst, Timo Dittus, Tassilo Dege	2025	arxiv 2504.06185
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks	Sanghyun Jo, In-Jae Yu, Kyungsu Kim	2022	arxiv 2204.06754
SIESEF-FusionNet: Spatial Inter-correlation Enhancement and Spatially-Embedded Feature Fusion Network for LiDAR Point Cloud Semantic Segmentation	Jiale Chen, Fei Xia, Jianliang Mao	2024	arxiv 2411.06991
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation	Ting-Wei Cheng, Jerry Chang, Ching-Chun Huang	2022	arxiv 2204.04217
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma	Chu Han, Xipeng Pan, Lixu Yan	2022	arxiv 2204.06455
Continual Unsupervised Domain Adaptation for Semantic Segmentation using a Class-Specific Transfer	Robert A. Marsden, Felix Wiewel, Mario Döbler	2022	arxiv 2208.06507
GTNet: Graph Transformer Network for 3D Point Cloud Classification and Semantic Segmentation	Wei Zhou, Qian Wang, Weiwei Jin	2023	arxiv 2305.15213
Unsupervised deep learning for semantic segmentation of multispectral LiDAR forest point clouds	Lassi Ruoppa, Oona Oinonen, Josef Taher	2025	arxiv 2502.06227
Efficient Context Integration through Factorized Pyramidal Learning for Ultra-Lightweight Semantic Segmentation	Nadeem Atif, Saquib Mazhar, Debajit Sarma	2023	arxiv 2302.11785
IELDG: Suppressing Domain-Specific Noise with Inverse Evolution Layers for Domain Generalized Semantic Segmentation	Qizhe Fan, Chaoyu Liu, Zhonghua Qiao	2025	arxiv 2508.19604
CoBra: Complementary Branch Fusing Class and Semantic Knowledge for Robust Weakly Supervised Semantic Segmentation	Woojung Han, Seil Kang, Kyobin Choo	2024	arxiv 2403.08801
Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation	Xu Zheng, Yuanhuiyi Lyu, Jiazhou Zhou	2024	arxiv 2407.11344
PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask	Xiaoliu Luo, Zhuotao Tian, Taiping Zhang	2021	arxiv 2109.13788
Fusion-then-Distillation: Toward Cross-modal Positive Distillation for Domain Adaptive 3D Semantic Segmentation	Yao Wu, Mingwei Xing, Yachao Zhang	2024	arxiv 2410.19446
Bridge the Gap Between Visual and Linguistic Comprehension for Generalized Zero-shot Semantic Segmentation	Xiaoqing Guo, Wuyang Li, Yixuan Yuan	2025	arxiv 2503.23806
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation	Li Li, Hubert P. H. Shum, Toby P. Breckon	2023	arxiv 2303.11203

Search results