Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Membership Inference Attacks Against Semantic Segmentation Models	Tomas Chobola, Dmitrii Usynin, Georgios Kaissis	2022	arxiv 2212.01082
Weakly-Supervised Semantic Segmentation using Motion Cues	Pavel Tokmakov, Karteek Alahari, Cordelia Schmid	2016	arxiv 1603.07188
Sparse and Dense Data with CNNs: Depth Completion and Semantic Segmentation	Maximilian Jaritz, Raoul de Charette, Emilie Wirbel	2018	arxiv 1808.00769
COLA: COarse LAbel pre-training for 3D semantic segmentation of sparse LiDAR datasets	Jules Sanchez, Jean-Emmanuel Deschaud, François Goulette	2022	arxiv 2202.06884
SLTNet: Efficient Event-based Semantic Segmentation with Spike-driven Lightweight Transformer-based Networks	Xianlei Long, Xiaxin Zhu, Fangming Guo	2024	arxiv 2412.12843
Scale-aware Neural Network for Semantic Segmentation of Multi-resolution Remote Sensing Images	Libo Wang, Ce Zhang, Rui Li	2021	arxiv 2103.07935
MASS: Multi-Attentional Semantic Segmentation of LiDAR Data for Dense Top-View Understanding	Kunyu Peng, Juncong Fei, Kailun Yang	2021	arxiv 2107.00346
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks	Yaoru Luo, Guole Liu, Yuanhao Guo	2022	arxiv 2205.00160
CLIP-DINOiser: Teaching CLIP a few DINO tricks for open-vocabulary semantic segmentation	Monika Wysoczańska, Oriane Siméoni, Michaël Ramamonjisoa	2023	arxiv 2312.12359
Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation	Yuan Zhou, Xin Chen, Yanrong Guo	2023	arxiv 2305.10868
LMSeg: Unleashing the Power of Large-Scale Models for Open-Vocabulary Semantic Segmentation	Huadong Tang, Youpeng Zhao, Yan Huang	2024	arxiv 2412.00364
RS-SSM: Refining Forgotten Specifics in State Space Model for Video Semantic Segmentation	Kai Zhu, Zhenyu Cui, Zehua Zang	2026	arxiv 2603.24295
Adversarial Semi-Supervised Domain Adaptation for Semantic Segmentation: A New Role for Labeled Target Samples	Marwa Kechaou, Mokhtar Z. Alaya, Romain Hérault	2023	arxiv 2312.07370
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges	Di Feng, Christian Haase-Schütz, Lars Rosenbaum	2019	arxiv 1902.07830
PPMamba: A Pyramid Pooling Local Auxiliary SSM-Based Model for Remote Sensing Image Semantic Segmentation	Yin Hu, Xianping Ma, Jialu Sui	2024	arxiv 2409.06309
Spherical Interpolated Convolutional Network with Distance-Feature Density for 3D Semantic Segmentation of Point Clouds	Guangming Wang, Yehui Yang, Huixin Zhang	2020	arxiv 2011.13784
Energy-Aware NECO for Single-Pass Pixel-wise Out-of-Distribution Detection in Semantic Segmentation	Boyuan Zhang, Huanshan Huang, Yifei Cao	2026	arxiv 2605.29773
Semantic Segmentation for Point Cloud Scenes via Dilated Graph Feature Aggregation and Pyramid Decoders	Yongqiang Mao, Xian Sun, Kaiqiang Chen	2022	arxiv 2204.04944
Labeling Where Adapting Fails: Cross-Domain Semantic Segmentation with Point Supervision via Active Selection	Fei Pan, Francois Rameau, Junsik Kim	2022	arxiv 2206.00181
Cross-modal State Space Modeling for Real-time RGB-thermal Wild Scene Semantic Segmentation	Xiaodong Guo, Zi'ang Lin, Luwen Hu	2025	arxiv 2506.17869

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