Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Learning from Unlabelled Data with Transformers: Domain Adaptation for Semantic Segmentation of High Resolution Aerial Images	Nikolaos Dionelis, Francesco Pro, Luca Maiano	2024	arxiv 2404.11299
Segformer++: Efficient Token-Merging Strategies for High-Resolution Semantic Segmentation	Daniel Kienzle, Marco Kantonis, Robin Schön	2024	arxiv 2405.14467
Semi-Supervised Semantic Segmentation Based on Pseudo-Labels: A Survey	Lingyan Ran, Yali Li, Guoqiang Liang	2024	arxiv 2403.01909
Depth-Assisted ResiDualGAN for Cross-Domain Aerial Images Semantic Segmentation	Yang Zhao, Peng Guo, Han Gao	2022	arxiv 2208.09823
Attention-based fusion of semantic boundary and non-boundary information to improve semantic segmentation	Jefferson Fontinele, Gabriel Lefundes, Luciano Oliveira	2021	arxiv 2108.02840
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models	Zhaozheng Chen, Qianru Sun	2023	arxiv 2310.13026
SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints	Xianping Ma, Qianqian Wu, Xingyu Zhao	2023	arxiv 2312.02464
A2-FPN for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Rui Li, Shunyi Zheng, Ce Zhang	2021	arxiv 2102.07997
Refining Semantic Segmentation with Superpixel by Transparent Initialization and Sparse Encoder	Zhiwei Xu, Thalaiyasingam Ajanthan, Richard Hartley	2020	arxiv 2010.04363
Diffusion-Guided Knowledge Distillation for Weakly-Supervised Low-Light Semantic Segmentation	Chunyan Wang, Dong Zhang, Jinhui Tang	2025	arxiv 2507.07578
Integrating Background Knowledge in Medical Semantic Segmentation with Logic Tensor Networks	Luca Bergamin, Giovanna Maria Dimitri, Fabio Aiolli	2025	arxiv 2509.22399
RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation	Xianping Ma, Xiaokang Zhang, Man-On Pun	2024	arxiv 2404.02457
Embedding-Free Transformer with Inference Spatial Reduction for Efficient Semantic Segmentation	Hyunwoo Yu, Yubin Cho, Beoungwoo Kang	2024	arxiv 2407.17261
Pay Attention to Your Neighbours: Training-Free Open-Vocabulary Semantic Segmentation	Sina Hajimiri, Ismail Ben Ayed, Jose Dolz	2024	arxiv 2404.08181
Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation	Ryota Yoshihashi, Yuya Otsuka, Kenji Doi	2023	arxiv 2309.01369
SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes	Jiacheng Chen, Bin-Bin Gao, Zongqing Lu	2021	arxiv 2104.09216
Cross-view Domain Generalization via Geometric Consistency for LiDAR Semantic Segmentation	Jindong Zhao, Yuan Gao, Yang Xia	2026	arxiv 2602.14525
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes	Danial Qashqai, Emad Mousavian, Shahriar Baradaran Shokouhi	2024	arxiv 2407.01328
Access Control Using Spatially Invariant Permutation of Feature Maps for Semantic Segmentation Models	Hiroki Ito, MaungMaung AprilPyone, Hitoshi Kiya	2021	arxiv 2109.01332
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile Robots	Youqi Liao, Shuhao Kang, Jianping Li	2023	arxiv 2311.12651

Search results