Research

Papers for “image classification”

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

Title	Authors	Year	Source
On evaluating CNN representations for low resource medical image classification	Taruna Agrawal, Rahul Gupta, Shrikanth Narayanan	2019	arxiv 1903.11176
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation	Min Zhang, Siteng Huang, Wenbin Li	2022	arxiv 2207.06989
Information Gain Sampling for Active Learning in Medical Image Classification	Raghav Mehta, Changjian Shui, Brennan Nichyporuk	2022	arxiv 2208.00974
Addressing Imbalance for Class Incremental Learning in Medical Image Classification	Xuze Hao, Wenqian Ni, Xuhao Jiang	2024	arxiv 2407.13768
Fairness Explainability using Optimal Transport with Applications in Image Classification	Philipp Ratz, François Hu, Arthur Charpentier	2023	arxiv 2308.11090
Federated Learning of Shareable Bases for Personalization-Friendly Image Classification	Hong-You Chen, Jike Zhong, Mingda Zhang	2023	arxiv 2304.07882
Sharpend Cosine Similarity based Neural Network for Hyperspectral Image Classification	Muhammad Ahmad	2023	arxiv 2305.16682
Training on Thin Air: Improve Image Classification with Generated Data	Yongchao Zhou, Hshmat Sahak, Jimmy Ba	2023	arxiv 2305.15316
COSE: A Consistency-Sensitivity Metric for Saliency on Image Classification	Rangel Daroya, Aaron Sun, Subhransu Maji	2023	arxiv 2309.10989
Semantic Knowledge Distillation for Onboard Satellite Earth Observation Image Classification	Thanh-Dung Le, Vu Nguyen Ha, Ti Ti Nguyen	2024	arxiv 2411.00209
SRE-Conv: Symmetric Rotation Equivariant Convolution for Biomedical Image Classification	Yuexi Du, Jiazhen Zhang, Tal Zeevi	2025	arxiv 2501.09753
KAN-Mixers: a new deep learning architecture for image classification	Jorge Luiz dos Santos Canuto, Linnyer Beatrys Ruiz Aylon, Rodrigo Clemente Thom de Souza	2025	arxiv 2503.08939
MetaDelta: A Meta-Learning System for Few-shot Image Classification	Yudong Chen, Chaoyu Guan, Zhikun Wei	2021	arxiv 2102.10744
3D/2D regularized CNN feature hierarchy for Hyperspectral image classification	Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano	2021	arxiv 2104.12136
Correlated Input-Dependent Label Noise in Large-Scale Image Classification	Mark Collier, Basil Mustafa, Efi Kokiopoulou	2021	arxiv 2105.10305
Aggregating Local Saliency Maps for Semi-Global Explainable Image Classification	James Hinns, David Martens	2025	arxiv 2506.23247
Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification	Maitreya Shelare, Atharva Satam, Poonam Sonar	2026	arxiv 2606.04710
Boosting Ultrasound Image Classification via Attribute-Guided Dual-Branch Framework	Bo Zhao, Yapeng Li, Juhua Liu	2026	arxiv 2607.01648
Pollen Grain Microscopic Image Classification Using an Ensemble of Fine-Tuned Deep Convolutional Neural Networks	Amirreza Mahbod, Gerald Schaefer, Rupert Ecker	2020	arxiv 2011.07428
Robust Medical Image Classification from Noisy Labeled Data with Global and Local Representation Guided Co-training	Cheng Xue, Lequan Yu, Pengfei Chen	2022	arxiv 2205.04723

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