Research

Papers for “image classification”

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

Title	Authors	Year	Source
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution Image Classification and Semantic Segmentation	Alberto Bacchin, Davide Allegro, Stefano Ghidoni	2024	arxiv 2409.01109
Semi-Supervised Learning for Image Classification using Compact Networks in the BioMedical Context	Adrián Inés, Andrés Díaz-Pinto, César Domínguez	2022	arxiv 2205.09678
Distilling and Transferring Knowledge via cGAN-generated Samples for Image Classification and Regression	Xin Ding, Yongwei Wang, Zuheng Xu	2021	arxiv 2104.03164
ConvBLS: An Effective and Efficient Incremental Convolutional Broad Learning System for Image Classification	Chunyu Lei, C. L. Philip Chen, Jifeng Guo	2023	arxiv 2304.00219
P3SGD: Patient Privacy Preserving SGD for Regularizing Deep CNNs in Pathological Image Classification	Bingzhe Wu, Shiwan Zhao, Guangyu Sun	2019	arxiv 1905.12883
TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification	Pengfei Gu, Hongxiao Wang, Yejia Zhang	2025	arxiv 2508.01574
A Large-Scale Empirical Study on Improving the Fairness of Image Classification Models	Junjie Yang, Jiajun Jiang, Zeyu Sun	2024	arxiv 2401.03695
Systematic comparison of semi-supervised and self-supervised learning for medical image classification	Zhe Huang, Ruijie Jiang, Shuchin Aeron	2023	arxiv 2307.08919
CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning	William Doherty, Anton Lee, Heitor Murilo Gomes	2025	arxiv 2501.11140
Boosting Multimodal Remote Sensing Image Classification with Transformer-based Heterogeneously Salient Graph Representation	Jiaqi Yang, Bo Du, Rong Liu	2023	arxiv 2311.10320
MUSE: Harnessing Precise and Diverse Semantics for Few-Shot Whole Slide Image Classification	Jiahao Xu, Sheng Huang, Xin Zhang	2026	arxiv 2602.20873
PixelCAM: Pixel Class Activation Mapping for Histology Image Classification and ROI Localization	Alexis Guichemerre, Soufiane Belharbi, Mohammadhadi Shateri	2025	arxiv 2503.24135
Boosting Memory Efficiency in Transfer Learning for High-Resolution Medical Image Classification	Yijin Huang, Pujin Cheng, Roger Tam	2024	arxiv 2408.02426
Impact of Fully Connected Layers on Performance of Convolutional Neural Networks for Image Classification	S.H. Shabbeer Basha, Shiv Ram Dubey, Viswanath Pulabaigari	2019	arxiv 1902.02771
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks	Zihan Yang, Richard O. Sinnott, James Bailey	2022	arxiv 2206.06544
Graph Neural Networks: A suitable Alternative to MLPs in Latent 3D Medical Image Classification?	Johannes Kiechle, Daniel M. Lang, Stefan M. Fischer	2024	arxiv 2407.17219
Cross-Model Consensus of Explanations and Beyond for Image Classification Models: An Empirical Study	Xuhong Li, Haoyi Xiong, Siyu Huang	2021	arxiv 2109.00707
RoNFA: Robust Neural Field-based Approach for Few-Shot Image Classification with Noisy Labels	Nan Xiang, Lifeng Xing, Dequan Jin	2025	arxiv 2506.03461
MVP-CBM:Multi-layer Visual Preference-enhanced Concept Bottleneck Model for Explainable Medical Image Classification	Chunjiang Wang, Kun Zhang, Yandong Liu	2025	arxiv 2506.12568
microCLIP: Unsupervised CLIP Adaptation via Coarse-Fine Token Fusion for Fine-Grained Image Classification	Sathira Silva, Eman Ali, Chetan Arora	2025	arxiv 2510.02270

Search results