Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation	Bohao Peng, Xiaoyang Wu, Li Jiang	2024	arxiv 2403.14418
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation	Xinyu Yang, Hossein Rahmani, Sue Black	2024	arxiv 2402.17891
Adaptive Frequency Enhancement Network for Remote Sensing Image Semantic Segmentation	Feng Gao, Miao Fu, Jingchao Cao	2025	arxiv 2504.02647
Static-Dynamic Class-level Perception Consistency in Video Semantic Segmentation	Zhigang Cen, Ningyan Guo, Wenjing Xu	2024	arxiv 2412.08034
Cognition Transferring and Decoupling for Text-supervised Egocentric Semantic Segmentation	Zhaofeng Shi, Heqian Qiu, Lanxiao Wang	2024	arxiv 2410.01341
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer	Xinyue Chen, Miaojing Shi, Zijian Zhou	2024	arxiv 2412.15835
Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation	Xuan Li, Quanchao Lu, Yankaiqi Li	2025	arxiv 2502.03813
Improving Semantic Segmentation in Transformers using Hierarchical Inter-Level Attention	Gary Leung, Jun Gao, Xiaohui Zeng	2022	arxiv 2207.02126
VMNet: Voxel-Mesh Network for Geodesic-Aware 3D Semantic Segmentation	Zeyu Hu, Xuyang Bai, Jiaxiang Shang	2021	arxiv 2107.13824
DiffusePast: Diffusion-based Generative Replay for Class Incremental Semantic Segmentation	Jingfan Chen, Yuxi Wang, Pengfei Wang	2023	arxiv 2308.01127
Comparison of Semantic Segmentation Approaches for Horizon/Sky Line Detection	Touqeer Ahmad, Pavel Campr, Martin Čadík	2018	arxiv 1805.08105
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features	Xiang Wang, Shaodi You, Xi Li	2018	arxiv 1806.04659
Few-Shot Meta-Learning on Point Cloud for Semantic Segmentation	Xudong Li, Li Feng, Lei Li	2021	arxiv 2104.02979
Gaussian Radar Transformer for Semantic Segmentation in Noisy Radar Data	Matthias Zeller, Jens Behley, Michael Heidingsfeld	2022	arxiv 2212.03690
RSGPNet: Geometric Prompting for Remote Sensing Open-Vocabulary Semantic Segmentation	Shanwen Wang, Xin Sun, Sirui Wang	2026	arxiv 2606.28410
Data exploitation: multi-task learning of object detection and semantic segmentation on partially annotated data	Hoàng-Ân Lê, Minh-Tan Pham	2023	arxiv 2311.04040
Technical Report for ICRA 2026 GOOSE 2D Fine-Grained Semantic Segmentation Challenge: Exploring Query-Based Segmentation and Increased Spatial Context for Outdoor Scene Understanding	David Pascual-Hernández, Roberto Calvo-Palomino, Inmaculada Mora-Jiménez	2026	arxiv 2606.21456
Prototype as Query for Few Shot Semantic Segmentation	Leilei Cao, Yibo Guo, Ye Yuan	2022	arxiv 2211.14764
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains	Krzysztof Lis, Matthias Rottmann, Annika Mütze	2022	arxiv 2212.14397
Unsupervised Adaptation of Semantic Segmentation Models without Source Data	Sujoy Paul, Ansh Khurana, Gaurav Aggarwal	2021	arxiv 2112.02359

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