Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Location-Aware Self-Supervised Transformers for Semantic Segmentation	Mathilde Caron, Neil Houlsby, Cordelia Schmid	2022	arxiv 2212.02400
Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation	Bingfeng Zhang, Jimin Xiao, Jianbo Jiao	2021	arxiv 2106.04054
Edge-aware Plug-and-play Scheme for Semantic Segmentation	Jianye Yi, Xiaopin Zhong, Weixiang Liu	2023	arxiv 2303.10307
CAFS: Class Adaptive Framework for Semi-Supervised Semantic Segmentation	Jingi Ju, Hyeoncheol Noh, Yooseung Wang	2023	arxiv 2303.11606
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs	Jeongkee Lim, Yusung Kim	2024	arxiv 2408.02261
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation	Mingya Zhang, Liang Wang, Zhihao Chen	2024	arxiv 2408.03651
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance	Lukas Hoyer, David Joseph Tan, Muhammad Ferjad Naeem	2023	arxiv 2311.16241
ConSept: Continual Semantic Segmentation via Adapter-based Vision Transformer	Bowen Dong, Guanglei Yang, Wangmeng Zuo	2024	arxiv 2402.16674
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds	Minghua Liu, Yin Zhou, Charles R. Qi	2022	arxiv 2210.08064
SELECT: A Submodular Approach for Active LiDAR Semantic Segmentation	Ruiyu Mao, Sarthak Kumar Maharana, Xulong Tang	2025	arxiv 2505.11516
A Survey on Training-free Open-Vocabulary Semantic Segmentation	Naomi Kombol, Ivan Martinović, Siniša Šegvić	2025	arxiv 2505.22209
Poisoning the Pixels: Revisiting Backdoor Attacks on Semantic Segmentation	Guangsheng Zhang, Huan Tian, Leo Zhang	2026	arxiv 2603.16405
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation	Jianrong Zhang, Tianyi Wu, Chuanghao Ding	2022	arxiv 2204.13314
Position Prediction Self-Supervised Learning for Multimodal Satellite Imagery Semantic Segmentation	John Waithaka, Moise Busogi	2025	arxiv 2506.06852
Exploring Reliable Matching with Phase Enhancement for Night-time Semantic Segmentation	Yuwen Pan, Rui Sun, Naisong Luo	2024	arxiv 2408.13838
TeFF: Tracking-enhanced Forgetting-free Few-shot 3D LiDAR Semantic Segmentation	Junbao Zhou, Jilin Mei, Pengze Wu	2024	arxiv 2408.15657
Boundary Corrected Multi-scale Fusion Network for Real-time Semantic Segmentation	Tianjiao Jiang, Yi Jin, Tengfei Liang	2022	arxiv 2203.00436
What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation	Benedikt Blumenstiel, Johannes Jakubik, Hilde Kühne	2023	arxiv 2306.15521
Spatio-Temporal Attention for Consistent Video Semantic Segmentation in Automated Driving	Serin Varghese, Kevin Ross, Fabian Hueger	2026	arxiv 2602.10052
Unsupervised Class Generation to Expand Semantic Segmentation Datasets	Javier Montalvo, Álvaro García-Martín, Pablo Carballeira	2025	arxiv 2501.02264

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