Research

Papers for “image classification”

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

Title	Authors	Year	Source
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification	Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova	2024	arxiv 2406.17473
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification	Xiaohan Xing, Yuenan Hou, Hang Li	2021	arxiv 2107.03225
Hyperspectral Band Selection for Multispectral Image Classification with Convolutional Networks	Giorgio Morales, John Sheppard, Riley Logan	2021	arxiv 2106.00645
Text2Model: Text-based Model Induction for Zero-shot Image Classification	Ohad Amosy, Tomer Volk, Eilam Shapira	2022	arxiv 2210.15182
MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification	Firoj Alam, Tanvirul Alam, Md. Arid Hasan	2021	arxiv 2108.12828
Comparative Evaluation of Recent Universal Adversarial Perturbations in Image Classification	Juanjuan Weng, Zhiming Luo, Dazhen Lin	2023	arxiv 2306.11261
Discriminator-free Unsupervised Domain Adaptation for Multi-label Image Classification	Indel Pal Singh, Enjie Ghorbel, Anis Kacem	2023	arxiv 2301.10611
A Harmonic Mean Linear Discriminant Analysis for Robust Image Classification	Shuai Zheng, Feiping Nie, Chris Ding	2016	arxiv 1610.04631
Reversed Active Learning based Atrous DenseNet for Pathological Image Classification	Yuexiang Li, Xinpeng Xie, Linlin Shen	2018	arxiv 1807.02420
DiffFormer: a Differential Spatial-Spectral Transformer for Hyperspectral Image Classification	Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano	2024	arxiv 2412.17350
3D Fourier-based Global Feature Extraction for Hyperspectral Image Classification	Muhammad Ahmad	2026	arxiv 2603.16426
Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling	Etienne Bennequin, Myriam Tami, Antoine Toubhans	2022	arxiv 2205.05155
Masked Unsupervised Self-training for Label-free Image Classification	Junnan Li, Silvio Savarese, Steven C.H. Hoi	2022	arxiv 2206.02967
Region Comparison Network for Interpretable Few-shot Image Classification	Zhiyu Xue, Lixin Duan, Wen Li	2020	arxiv 2009.03558
Approximate Bilevel Graph Structure Learning for Histopathology Image Classification	Sudipta Paul, Amanda W. Lund, George Jour	2025	arxiv 2510.13188
Image classification network enhancement methods based on knowledge injection	Yishuang Tian, Ning Wang, Liang Zhang	2024	arxiv 2401.04441
PCANet: A Simple Deep Learning Baseline for Image Classification?	Tsung-Han Chan, Kui Jia, Shenghua Gao	2014	arxiv 1404.3606
Time-lapse image classification using a diffractive neural network	Md Sadman Sakib Rahman, Aydogan Ozcan	2022	arxiv 2208.10802
EPIC: Explanation of Pretrained Image Classification Networks via Prototype	Piotr Borycki, Magdalena Trędowicz, Szymon Janusz	2025	arxiv 2505.12897
Medical Knowledge Intervention Prompt Tuning for Medical Image Classification	Ye Du, Nanxi Yu, Shujun Wang	2025	arxiv 2511.12639

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