Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
ECMNet:Lightweight Semantic Segmentation with Efficient CNN-Mamba Network	Feixiang Du, Shengkun Wu	2025	arxiv 2506.08629
Towards Adaptive Semantic Segmentation by Progressive Feature Refinement	Bin Zhang, Shengjie Zhao, Rongqing Zhang	2020	arxiv 2009.14420
MFSeg: Efficient Multi-frame 3D Semantic Segmentation	Chengjie Huang, Krzysztof Czarnecki	2025	arxiv 2505.04408
Semantic Segmentation Refinement by Monte Carlo Region Growing of High Confidence Detections	Philipe A. Dias, Henry Medeiros	2018	arxiv 1802.07789
Restricted Deformable Convolution based Road Scene Semantic Segmentation Using Surround View Cameras	Liuyuan Deng, Ming Yang, Hao Li	2018	arxiv 1801.00708
Multi-task GANs for Semantic Segmentation and Depth Completion with Cycle Consistency	Chongzhen Zhang, Yang Tang, Chaoqiang Zhao	2020	arxiv 2011.14272
Seg-LSTM: Performance of xLSTM for Semantic Segmentation of Remotely Sensed Images	Qinfeng Zhu, Yuanzhi Cai, Lei Fan	2024	arxiv 2406.14086
FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation	Fuqin Deng, Hua Feng, Mingjian Liang	2021	arxiv 2110.08988
CaveSeg: Deep Semantic Segmentation and Scene Parsing for Autonomous Underwater Cave Exploration	A. Abdullah, T. Barua, R. Tibbetts	2023	arxiv 2309.11038
A Framework for Building Point Cloud Cleaning, Plane Detection and Semantic Segmentation	Ilyass Abouelaziz, Youssef Mourchid	2024	arxiv 2402.00692
Squeeze-SegNet: A new fast Deep Convolutional Neural Network for Semantic Segmentation	Geraldin Nanfack, Azeddine Elhassouny, Rachid Oulad Haj Thami	2017	arxiv 1711.05491
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation	Youngmin Oh, Beomjun Kim, Bumsub Ham	2021	arxiv 2104.00905
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images	Irem Ulku, Erdem Akagunduz	2019	arxiv 1912.10230
Semantic Segmentation In-the-Wild Without Seeing Any Segmentation Examples	Nir Zabari, Yedid Hoshen	2021	arxiv 2112.03185
Generating Self-Guided Dense Annotations for Weakly Supervised Semantic Segmentation	Zi-Yi Ke, Chiou-Ting Hsu	2018	arxiv 1810.07050
MeT: A Graph Transformer for Semantic Segmentation of 3D Meshes	Giuseppe Vecchio, Luca Prezzavento, Carmelo Pino	2023	arxiv 2307.01115
Center-guided Classifier for Semantic Segmentation of Remote Sensing Images	Wei Zhang, Mengting Ma, Yizhen Jiang	2025	arxiv 2503.16963
Improved Noise and Attack Robustness for Semantic Segmentation by Using Multi-Task Training with Self-Supervised Depth Estimation	Marvin Klingner, Andreas Bär, Tim Fingscheidt	2020	arxiv 2004.11072
Progressive Adversarial Semantic Segmentation	Abdullah-Al-Zubaer Imran, Demetri Terzopoulos	2020	arxiv 2005.04311
Cross-view Transformers for real-time Map-view Semantic Segmentation	Brady Zhou, Philipp Krähenbühl	2022	arxiv 2205.02833

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