Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
MTA-CLIP: Language-Guided Semantic Segmentation with Mask-Text Alignment	Anurag Das, Xinting Hu, Li Jiang	2024	arxiv 2407.21654
Diffusion-based RGB-D Semantic Segmentation with Deformable Attention Transformer	Minh Bui, Kostas Alexis	2024	arxiv 2409.15117
Multispecies fruit flower detection using a refined semantic segmentation network	Philipe A. Dias, Amy Tabb, Henry Medeiros	2018	arxiv 1809.10080
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering	Jang Hyun Cho, Utkarsh Mall, Kavita Bala	2021	arxiv 2103.17070
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation	Haoyu Xie, Changqi Wang, Jian Zhao	2024	arxiv 2402.18117
Rethinking RGB-D Fusion for Semantic Segmentation in Surgical Datasets	Muhammad Abdullah Jamal, Omid Mohareri	2024	arxiv 2407.19714
Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation	Hongmei Yin, Tingliang Feng, Fan Lyu	2025	arxiv 2503.22136
ContextSeg: Sketch Semantic Segmentation by Querying the Context with Attention	Jiawei Wang, Changjian Li	2023	arxiv 2311.16682
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network	Jie Liu, Yanqi Bao, Wenzhe Yin	2023	arxiv 2301.03194
IBAFormer: Intra-batch Attention Transformer for Domain Generalized Semantic Segmentation	Qiyu Sun, Huilin Chen, Meng Zheng	2023	arxiv 2309.06282
Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation	Zhiyi Pan, Wei Gao, Shan Liu	2024	arxiv 2410.08091
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images	Shuailin Li, Chuyu Zhang, Xuming He	2020	arxiv 2007.10732
Mining Relations among Cross-Frame Affinities for Video Semantic Segmentation	Guolei Sun, Yun Liu, Hao Tang	2022	arxiv 2207.10436
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation	Tsung-Han Wu, Yi-Syuan Liou, Shao-Ji Yuan	2022	arxiv 2202.06484
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains	Marco Toldo, Umberto Michieli, Pietro Zanuttigh	2022	arxiv 2210.07016
Artificial Pupil Dilation for Data Augmentation in Iris Semantic Segmentation	Daniel P. Benalcazar, David A. Benalcazar, Andres Valenzuela	2022	arxiv 2212.12733
Effective Use of Synthetic Data for Urban Scene Semantic Segmentation	Fatemeh Sadat Saleh, Mohammad Sadegh Aliakbarian, Mathieu Salzmann	2018	arxiv 1807.06132
Diffusion-Based Image Augmentation for Semantic Segmentation in Outdoor Robotics	Peter Mortimer, Mirko Maehlisch	2025	arxiv 2507.00153
Semantic Segmentation of Textured Non-manifold 3D Meshes using Transformers	Mohammadreza Heidarianbaei, Max Mehltretter, Franz Rottensteiner	2026	arxiv 2604.01836
TsallisPGD: Adaptive Gradient Weighting for Adversarial Attacks on Semantic Segmentation	Alexander Matyasko, Xin Lou, Indriyati Atmosukarto	2026	arxiv 2605.03405

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