Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
DentalX: Context-Aware Dental Disease Detection with Radiographs	Zhi Qin Tan, Xiatian Zhu, Owen Addison	2026	arxiv 2601.08797
RECITYGEN -- Interactive and Generative Participatory Urban Design Tool with Latent Diffusion and Segment Anything	Di Mo, Mingyang Sun, Chengxiu Yin	2026	arxiv 2602.07057
VersaViT: Enhancing MLLM Vision Backbones via Task-Guided Optimization	Yikun Liu, Yuan Liu, Shangzhe Di	2026	arxiv 2602.09934
Interpretable Motion-Attentive Maps: Spatio-Temporally Localizing Concepts in Video Diffusion Transformers	Youngjun Jun, Seil Kang, Woojung Han	2026	arxiv 2603.02919
AI Model Modulation with Logits Redistribution	Zihan Wang, Zhongkui Ma, Xinguo Feng	2026	arxiv 2603.12755
Location Is All You Need: Continuous Spatiotemporal Neural Representations of Earth Observation Data	Mojgan Madadikhaljan, Jonathan Prexl, Isabelle Wittmann	2026	arxiv 2604.07092
UniSemAlign: Text-Prototype Alignment with a Foundation Encoder for Semi-Supervised Histopathology Segmentation	Le-Van Thai, Tien Dat Nguyen, Hoai Nhan Pham	2026	arxiv 2604.09169
Cross-Attentive Multiview Fusion of Vision-Language Embeddings	Tomas Berriel Martins, Martin R. Oswald, Javier Civera	2026	arxiv 2604.12551
MixerCA: An Efficient and Accurate Model for High-Performance Hyperspectral Image Classification	Mohammed Q. Alkhatib, Ali Jamali	2026	arxiv 2604.26138
Featurising Pixels from Dynamic 3D Scenes with Linear In-Context Learners	Nikita Araslanov, Martin Sundermeyer, Hidenobu Matsuki	2026	arxiv 2604.26488
Beyond Standard Benchmarks: A Systematic Audit of Vision-Language Model's Robustness to Natural Semantic Variation Across Diverse Tasks	Jia Chengyu, AprilPyone MaungMaung, Huy H. Nguyen	2026	arxiv 2604.04473
From Boundaries to Semantics: Prompt-Guided Multi-Task Learning for Petrographic Thin-section Segmentation	Yili Ren, Shiqi Wen, Li Hou	2026	arxiv 2604.14805
Identification and Structural Characterization of Twisted Atomically Thin Bilayer Materials by Deep Learning	Haitao Yang, Ruiqi Hu, Heng Wu	2026	arxiv 2604.15960
DouC: Dual-Branch CLIP for Training-Free Open-Vocabulary Segmentation	Mohamad Zamini, Diksha Shukla	2026	arxiv 2604.24997
GeoSURGE: Geo-localization using Semantic Fusion with Hierarchy of Geographic Embeddings	Angel Daruna, Nicholas Meegan, Han-Pang Chiu	2025	arxiv 2510.01448
Segmentation-Based Attention Entropy: Detecting and Mitigating Object Hallucinations in Large Vision-Language Models	Jiale Song, Jiaxin Luo, Xue-song Tang	2026	arxiv 2603.16558
Learning Coordinate-based Convolutional Kernels for Continuous SE(3) Equivariant and Efficient Point Cloud Analysis	Jaein Kim, Hee Bin Yoo, Dong-Sig Han	2026	arxiv 2603.17538
CataractSAM-2: A Domain-Adapted Model for Anterior Segment Surgery Segmentation and Scalable Ground-Truth Annotation	Mohammad Eslami, Dhanvinkumar Ganeshkumar, Saber Kazeminasab	2026	arxiv 2603.21566
Enhancing Floor Plan Recognition: A Hybrid Mix-Transformer and U-Net Approach for Precise Wall Segmentation	Dmitriy Parashchuk, Alexey Kaspshitskiy, Yuriy Karyakin	2025	arxiv 2512.02413
A Survey on Deep Learning Architectures for Point Cloud Classification and Segmentation	Minhas Kamal, Hiranya Garbha Kumar, Balakrishnan Prabhakaran	2026	arxiv 2605.17131

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