Research

Papers for “image classification”

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

Title	Authors	Year	Source
Mixture-based Feature Space Learning for Few-shot Image Classification	Arman Afrasiyabi, Jean-François Lalonde, Christian Gagné	2020	arxiv 2011.11872
Discovering Discriminative Cell Attributes for HEp-2 Specimen Image Classification	Arnold Wiliem, Peter Hobson, Brian C. Lovell	2014	arxiv 1407.7330
Recoverable Privacy-Preserving Image Classification through Noise-like Adversarial Examples	Jun Liu, Jiantao Zhou, Jinyu Tian	2023	arxiv 2310.12707
Training CNNs with Low-Rank Filters for Efficient Image Classification	Yani Ioannou, Duncan Robertson, Jamie Shotton	2015	arxiv 1511.06744
Axial-Centric Cross-Plane Attention for 3D Medical Image Classification	Doyoung Park, Jinsoo Kim, Lohendran Baskaran	2026	arxiv 2602.21636
GenSyn10: A Multi-Generative AI Dataset For Benchmarking Image Classification	Md Faraz Kabir Khan, Saeed Anwar, Ghulam Mubashar Hassan	2026	arxiv 2607.16283
Lost in the Hype: Revealing and Dissecting the Performance Degradation of Medical Multimodal Large Language Models in Image Classification	Xun Zhu, Fanbin Mo, Xi Chen	2026	arxiv 2604.08333
NIRMAL Pooling: An Adaptive Max Pooling Approach with Non-linear Activation for Enhanced Image Classification	Nirmal Gaud, Krishna Kumar Jha, Jhimli Adhikari	2025	arxiv 2508.10940
Preservation of High Frequency Content for Deep Learning-Based Medical Image Classification	Declan McIntosh, Tunai Porto Marques, Alexandra Branzan Albu	2022	arxiv 2205.03898
Riemannian Complex Hermit Positive Definite Convolution Network for Polarimetric SAR Image Classification	Junfei Shi, Yuke Li, Mengmeng Nie	2025	arxiv 2502.08137
ProtoConNet: Prototypical Augmentation and Alignment for Open-Set Few-Shot Image Classification	Kexuan Shi, Zhuang Qi, Jingjing Zhu	2025	arxiv 2507.11845
LeDNet: Localization-enabled Deep Neural Network for Multi-Label Radiography Image Classification	Lalit Pant, Shubham Arora	2024	arxiv 2407.03931
Crossmodal Knowledge Distillation with WordNet-Relaxed Text Embeddings for Robust Image Classification	Chenqi Guo, Mengshuo Rong, Qianli Feng	2025	arxiv 2503.24017
AnoMalNet: Outlier Detection based Malaria Cell Image Classification Method Leveraging Deep Autoencoder	Aminul Huq, Md Tanzim Reza, Shahriar Hossain	2023	arxiv 2303.05789
SBPF: Sensitiveness Based Pruning Framework For Convolutional Neural Network On Image Classification	Yiheng Lu, Maoguo Gong, Wei Zhao	2022	arxiv 2208.04588
Exploring the Hierarchical Reasoning Model for Small Natural-Image Classification Without Augmentation	Alexander V. Mantzaris	2025	arxiv 2510.03598
Entropy Regularizing Activation: Boosting Continuous Control, Large Language Models, and Image Classification with Activation as Entropy Constraints	Zilin Kang, Chonghua Liao, Tingqiang Xu	2025	arxiv 2510.08549
Multi-function Convolutional Neural Networks for Improving Image Classification Performance	Luna M. Zhang	2018	arxiv 1805.11788
A Systematic Review of Generalization Research in Medical Image Classification	Sarah Matta, Mathieu Lamard, Philippe Zhang	2024	arxiv 2403.12167
One-bit Supervision for Image Classification: Problem, Solution, and Beyond	Hengtong Hu, Lingxi Xie, Xinyue Hue	2023	arxiv 2311.15225

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