Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
On the Transferability of Learning Models for Semantic Segmentation for Remote Sensing Data	Rongjun Qin, Guixiang Zhang, Yang Tang	2023	arxiv 2310.10490
Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students	Xu Zheng, Yunhao Luo, Chong Fu	2022	arxiv 2209.02178
Rethinking the Global Knowledge of CLIP in Training-Free Open-Vocabulary Semantic Segmentation	Jingyun Wang, Cilin Yan, Guoliang Kang	2025	arxiv 2502.06818
BiXFormer: A Robust Framework for Maximizing Modality Effectiveness in Multi-Modal Semantic Segmentation	Jialei Chen, Xu Zheng, Danda Pani Paudel	2025	arxiv 2506.03675
Take a Peek: Efficient Encoder Adaptation for Few-Shot Semantic Segmentation via LoRA	Pasquale De Marinis, Gennaro Vessio, Giovanna Castellano	2025	arxiv 2512.10521
SIP-SegNet: A Deep Convolutional Encoder-Decoder Network for Joint Semantic Segmentation and Extraction of Sclera, Iris and Pupil based on Periocular Region Suppression	Bilal Hassan, Ramsha Ahmed, Taimur Hassan	2020	arxiv 2003.00825
DRIV100: In-The-Wild Multi-Domain Dataset and Evaluation for Real-World Domain Adaptation of Semantic Segmentation	Haruya Sakashita, Christoph Flothow, Noriko Takemura	2021	arxiv 2102.00150
GOOSE-M2F: Adapting Mask2Former for High-Fidelity, Long-Tailed Fine-Grained Semantic Segmentation in Unstructured Outdoor Terrain	Jyothiraditya Lingam, Nikhileswara Rao Sulake, Sai Manikanta Eswar Machara	2026	arxiv 2606.15937
Neighborhood Spatial Aggregation MC Dropout for Efficient Uncertainty-aware Semantic Segmentation in Point Clouds	Chao Qi, Jianqin Yin	2021	arxiv 2201.07676
KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic Segmentation	Chenhong Zhou, Feng Liu, Chen Gong	2021	arxiv 2106.06237
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation	Simone Rossetti, Damiano Zappia, Marta Sanzari	2022	arxiv 2210.17400
Robust Semantic Segmentation in Adverse Weather Conditions by means of Fast Video-Sequence Segmentation	Andreas Pfeuffer, Klaus Dietmayer	2020	arxiv 2007.00290
DTBS: Dual-Teacher Bi-directional Self-training for Domain Adaptation in Nighttime Semantic Segmentation	Fanding Huang, Zihao Yao, Wenhui Zhou	2024	arxiv 2401.01066
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model for Panoramic Semantic Segmentation	Weiming Zhang, Yexin Liu, Xu Zheng	2024	arxiv 2408.09115
Segment Any Class (SAC): Multi-Class Few-Shot Semantic Segmentation via Class Region Proposals	Hussni Mohd Zakir, Eric Tatt Wei Ho	2024	arxiv 2411.13774
Prompting classes: Exploring the Power of Prompt Class Learning in Weakly Supervised Semantic Segmentation	Balamurali Murugesan, Rukhshanda Hussain, Rajarshi Bhattacharya	2023	arxiv 2307.00097
Late-decoupled 3D Hierarchical Semantic Segmentation with Semantic Prototype Discrimination based Bi-branch Supervision	Shuyu Cao, Chongshou Li, Jie Xu	2025	arxiv 2511.16650
Customize Segment Anything Model for Multi-Modal Semantic Segmentation with Mixture of LoRA Experts	Chenyang Zhu, Bin Xiao, Lin Shi	2024	arxiv 2412.04220
DCP-CLIP:A Coarse-to-Fine Framework for Open-Vocabulary Semantic Segmentation with Dual Interaction	Jing Wang, Huimin Shi, Quan Zhou	2026	arxiv 2603.13951
PT-WNO: Point Transformer with Wavelet Neural Operator for 3D Point Cloud Semantic Segmentation	Nhut Le, Maryam Rahnemoonfar	2026	arxiv 2606.11466

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