Research

Papers for “image classification”

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

Title	Authors	Year	Source
Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification	Junfei Shi, Yu Cheng, Haojia Zhang	2026	arxiv 2607.23464
Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks	Arindam Das, Saikat Roy, Ujjwal Bhattacharya	2018	arxiv 1801.09321
Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention	Kun Yan, Chenbin Zhang, Jun Hou	2021	arxiv 2112.01037
Fuzziness-based Spatial-Spectral Class Discriminant Information Preserving Active Learning for Hyperspectral Image Classification	Muhammad Ahmad	2020	arxiv 2005.14236
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone Architecture	Guandong Li, Mengxia Ye	2025	arxiv 2507.04409
Towards Robust Federated Image Classification: An Empirical Study of Weight Selection Strategies in Manufacturing	Vinit Hegiste, Tatjana Legler, Martin Ruskowski	2024	arxiv 2408.10024
A review of deep learning-based information fusion techniques for multimodal medical image classification	Yihao Li, Mostafa El Habib Daho, Pierre-Henri Conze	2024	arxiv 2404.15022
Highly Efficient Representation and Active Learning Framework and Its Application to Imbalanced Medical Image Classification	Heng Hao, Hankyu Moon, Sima Didari	2021	arxiv 2103.05109
MEDebiaser: A Human-AI Feedback System for Mitigating Bias in Multi-label Medical Image Classification	Shaohan Shi, Yuheng Shao, Haoran Jiang	2025	arxiv 2507.10044
Label Smarter, Not Harder: CleverLabel for Faster Annotation of Ambiguous Image Classification with Higher Quality	Lars Schmarje, Vasco Grossmann, Tim Michels	2023	arxiv 2305.12811
A Contrastive Learning Framework Empowered by Attention-based Feature Adaptation for Street-View Image Classification	Qi You, Yitai Cheng, Zichao Zeng	2026	arxiv 2602.16590
CTRL-F: Pairing Convolution with Transformer for Image Classification via Multi-Level Feature Cross-Attention and Representation Learning Fusion	Hosam S. EL-Assiouti, Hadeer El-Saadawy, Maryam N. Al-Berry	2024	arxiv 2407.06673
Boosting Occluded Image Classification via Subspace Decomposition Based Estimation of Deep Features	Feng Cen, Guanghui Wang	2020	arxiv 2001.04066
Self-supervised Learning for Gastrointestinal Pathologies Endoscopy Image Classification with Triplet Loss	Tai Nguyen-D-P	2023	arxiv 2303.01672
Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks	Chunxu Zhang, Jiaxu Cui, Bo Yang	2019	arxiv 1905.02610
Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image Classification	Jiexuan Yan, Sheng Huang, Nankun Mu	2024	arxiv 2408.08125
Example-Based Explainable AI and its Application for Remote Sensing Image Classification	Shin-nosuke Ishikawa, Masato Todo, Masato Taki	2023	arxiv 2302.01526
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification	Bernardin Ligan, Khalide Jbilou, Fahd Kalloubi	2025	arxiv 2505.15334
Shallow Network Based on Depthwise Over-Parameterized Convolution for Hyperspectral Image Classification	Hongmin Gao, Zhonghao Chen, Chenming Li	2021	arxiv 2112.00250
Guaranteed Image Classification via Goal-oriented Joint Semantic Source and Channel Coding	Wenchao Wu, Min Qiu, Yansha Deng	2026	arxiv 2603.01872

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