Research

Papers for “image classification”

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

Title	Authors	Year	Source
Unmixing-Guided Spatial-Spectral Mamba with Clustering Tokens for Hyperspectral Image Classification	Yimin Zhu, Lincoln Linlin Xu	2026	arxiv 2604.09948
Magnification-Invariant Image Classification via Domain Generalization and Stable Sparse Embedding Signatures	Ifeanyi Ezuma, Olusiji Medaiyese	2026	arxiv 2604.25817
SSMamba: A Self-Supervised Hybrid State Space Model for Pathological Image Classification	Enhui Chai, Sicheng Chen, Tianyi Zhang	2026	arxiv 2604.15711
When Labels Have Structure: Improving Image Classification with Hierarchy-Aware Cross-Entropy	April Chan, Davide D'Ascenzo, Sebastiano Cultrera di Montesano	2026	arxiv 2605.06274
Attention-based Pin Site Image Classification in Orthopaedic Patients with External Fixators	Yubo Wang, Marie Fridberg, Anirejuoritse Bafor	2026	arxiv 2603.24815
DermaFlux: Synthetic Skin Lesion Generation with Rectified Flows for Enhanced Image Classification	Stathis Galanakis, Alexandros Koliousis, Stefanos Zafeiriou	2026	arxiv 2603.16392
Worst-Group Equalized Odds Regularization for Multi-Attribute Fair Medical Image Classification	Nikhil Cherian Kurian, Victor Caquilpan Parra, Abin Shoby	2026	arxiv 2605.19214
Intuitions of Machine Learning Researchers about Transfer Learning for Medical Image Classification	Yucheng Lu, Hubert Dariusz Zając, Veronika Cheplygina	2025	arxiv 2510.00902
Dual-stream attention-guided learning for weakly supervised whole slide image classification	Daoxi Cao, Hangbei Cheng, Yijin Li	2025	arxiv 2505.23341
DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification	Pengkun Wang, Weijia Cao, Ning Wang	2026	arxiv 2607.15128
BCG-Former: Toward Pareto-Efficient Hyperspectral Image Classification via Band-Contextual Gating	Gaurav Sharma, Eungjoo Lee	2026	arxiv 2607.15639
CGRL: Concept-Guided Pruning and Representation Learning for Whole-Slide Image Classification	Thuc Huynh, Tuan Le, Doanh C. Bui	2026	arxiv 2607.12556
Image classification via a quantum-inspired strategy involving a mixture of experts	Kumari Jyoti, Rohith Babu, Apoorva D. Patel	2026	arxiv 2607.07754
Comparing concepts of quantum and classical neural network models for image classification task	Rafal Potempa, Sebastian Porebski	2021	arxiv 2108.08875
Faster hyperspectral image classification based on selective kernel mechanism using deep convolutional networks	Guandong Li, Chunju Zhang	2022	arxiv 2202.06458
EBHI:A New Enteroscope Biopsy Histopathological H&E Image Dataset for Image Classification Evaluation	Weiming Hu, Chen Li, Xiaoyan Li	2022	arxiv 2202.08552
An Empirical Study on the Efficacy of Deep Active Learning for Image Classification	Yu Li, Muxi Chen, Yannan Liu	2022	arxiv 2212.03088
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification	Paul F. Jaeger, Carsten T. Lüth, Lukas Klein	2022	arxiv 2211.15259
Cascaded Cross-Attention Networks for Data-Efficient Whole-Slide Image Classification Using Transformers	Firas Khader, Jakob Nikolas Kather, Tianyu Han	2023	arxiv 2305.06963
Online Representation Learning with Single and Multi-layer Hebbian Networks for Image Classification	Yanis Bahroun, Andrea Soltoggio	2017	arxiv 1702.06456

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