Research

Papers for “image classification”

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

Title	Authors	Year	Source
Certified Defences Against Adversarial Patch Attacks on Semantic Segmentation	Maksym Yatsura, Kaspar Sakmann, N. Grace Hua	2022	arxiv 2209.05980
A non-discriminatory approach to ethical deep learning	Enzo Tartaglione, Marco Grangetto	2020	arxiv 2008.01430
StudyFormer : Attention-Based and Dynamic Multi View Classifier for X-ray images	Lucas Wannenmacher, Michael Fitzke, Diane Wilson	2023	arxiv 2302.11840
Location-Aware Self-Supervised Transformers for Semantic Segmentation	Mathilde Caron, Neil Houlsby, Cordelia Schmid	2022	arxiv 2212.02400
Statistical Analysis of the Impact of Quaternion Components in Convolutional Neural Networks	Gerardo Altamirano-Gómez, Carlos Gershenson	2024	arxiv 2409.00140
Hypergraph Vision Transformers: Images are More than Nodes, More than Edges	Joshua Fixelle	2025	arxiv 2504.08710
Scaling Federated Learning Solutions with Kubernetes for Synthesizing Histopathology Images	Andrei-Alexandru Preda, Iulian-Marius Tăiatu, Dumitru-Clementin Cercel	2025	arxiv 2504.04130
LayerAct: Advanced Activation Mechanism for Robust Inference of CNNs	Kihyuk Yoon, Chiehyeon Lim	2023	arxiv 2306.04940
On the Performance of Concept Probing: The Influence of the Data (Extended Version)	Manuel de Sousa Ribeiro, Afonso Leote, João Leite	2025	arxiv 2507.18550
Interpretability-Aware Pruning for Efficient Medical Image Analysis	Nikita Malik, Pratinav Seth, Neeraj Kumar Singh	2025	arxiv 2507.08330
Continual Learning in Open-vocabulary Classification with Complementary Memory Systems	Zhen Zhu, Weijie Lyu, Yao Xiao	2023	arxiv 2307.01430
Efficient Search for Customized Activation Functions with Gradient Descent	Lukas Strack, Mahmoud Safari, Frank Hutter	2024	arxiv 2408.06820
Improving Multi-Class Calibration through Normalization-Aware Isotonic Techniques	Alon Arad, Saharon Rosset	2025	arxiv 2512.09054
Automated Pollen Recognition in Optical and Holographic Microscopy Images	Swarn Singh Warshaneyan, Maksims Ivanovs, Blaž Cugmas	2025	arxiv 2512.08589
ICONIC-444: A 3.1-Million-Image Dataset for OOD Detection Research	Gerhard Krumpl, Henning Avenhaus, Horst Possegger	2026	arxiv 2601.10802
Variance Reduction Methods Do Not Need to Compute Full Gradients: Improved Efficiency through Shuffling	Daniil Medyakov, Gleb Molodtsov, Savelii Chezhegov	2025	arxiv 2502.14648
Revisiting Aerial Scene Classification on the AID Benchmark	Subhajeet Das, Susmita Ghosh, Abhiroop Chatterjee	2026	arxiv 2601.18263
ReinPath: A Multimodal Reinforcement Learning Approach for Pathology	Kangcheng Zhou, Jun Jiang, Qing Zhang	2026	arxiv 2601.14757
FedHENet: A Frugal Federated Learning Framework for Heterogeneous Environments	Alejandro Dopico-Castro, Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas	2026	arxiv 2602.13024
Hyperbolic Busemann Neural Networks	Ziheng Chen, Bernhard Schölkopf, Nicu Sebe	2026	arxiv 2602.18858

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