Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology	Hiroki Tokunaga, Yuki Teramoto, Akihiko Yoshizawa	2019	arxiv 1904.06040
GPS-free Autonomous Navigation in Cluttered Tree Rows with Deep Semantic Segmentation	Alessandro Navone, Mauro Martini, Marco Ambrosio	2024	arxiv 2404.05338
SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation	Siqi Fan, Zhe Wang, Yan Wang	2023	arxiv 2303.08692
SegCol Challenge: Semantic Segmentation for Tools and Fold Edges in Colonoscopy data	Xinwei Ju, Rema Daher, Razvan Caramalau	2024	arxiv 2412.16078
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation	Yuanzhi Su, Siyuan Chen, Yuan-Gen Wang	2024	arxiv 2408.01356
StaticSegFormer: An Efficient High-Performance Semantic Segmentation Based on Static Structured Pruning	Timo Bartels, Danish Nazir, Jan Piewek	2026	arxiv 2608.04811
ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction	Danhui Chen, Ziquan Liu, Chuxi Yang	2025	arxiv 2507.15803
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation	Binbin Wei, Yuhang Zhang, Shishun Tian	2025	arxiv 2505.07050
Distill, Diffuse, Segment: Unsupervised 3D Semantic Segmentation for Autonomous Driving Based on Multi-Level Distillation and Graph Diffusion	Yijing Wang, Ruonan Li, Qilin Wang	2026	arxiv 2605.08293
Filling the Gaps: A Multitask Hybrid Multiscale Generative Framework for Missing Modality in Remote Sensing Semantic Segmentation	Nhi Kieu, Kien Nguyen, Arnold Wiliem	2025	arxiv 2509.11102
VQS: Linking Segmentations to Questions and Answers for Supervised Attention in VQA and Question-Focused Semantic Segmentation	Chuang Gan, Yandong Li, Haoxiang Li	2017	arxiv 1708.04686
From Pixels to Images: A Structural Survey of Deep Learning Paradigms in Remote Sensing Image Semantic Segmentation	Quanwei Liu, Tao Huang, Jiaqi Yang	2025	arxiv 2505.15147
Spatially-Aware Evaluation Framework for Aerial LiDAR Point Cloud Semantic Segmentation: Distance-Based Metrics on Challenging Regions	Alex Salvatierra, José Antonio Sanz, Christian Gutiérrez	2026	arxiv 2603.22420
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	Enze Xie, Wenhai Wang, Zhiding Yu	2021	arxiv 2105.15203
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation	Tianfei Zhou, Meijie Zhang, Fang Zhao	2022	arxiv 2203.09653
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation	Yash Patel, Yusheng Xie, Yi Zhu	2023	arxiv 2302.03432
Edge-Gated CNNs for Volumetric Semantic Segmentation of Medical Images	Ali Hatamizadeh, Demetri Terzopoulos, Andriy Myronenko	2020	arxiv 2002.04207
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation	Xiaolin Zhang, Yunchao Wei, Yi Yang	2018	arxiv 1810.09091
Cascaded Non-local Neural Network for Point Cloud Semantic Segmentation	Mingmei Cheng, Le Hui, Jin Xie	2020	arxiv 2007.15488
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation	Yuyuan Liu, Yu Tian, Yuanhong Chen	2021	arxiv 2111.12903

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