Research

Papers for “imagenet”

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

Title	Authors	Year	Source
The Impact of the Single-Label Assumption in Image Recognition Benchmarking	Esla Timothy Anzaku, Seyed Amir Mousavi, Arnout Van Messem	2024	arxiv 2412.18409
Natural Image Classification via Quasi-Cyclic Graph Ensembles and Random-Bond Ising Models at the Nishimori Temperature	V.S. Usatyuk, D.A. Sapozhnikov, S.I. Egorov	2025	arxiv 2508.18717
Soft Equivariance Regularization for Invariant Self-Supervised Learning	Joohyung Lee, Changhun Kim, Hyunsu Kim	2026	arxiv 2603.06693
Enhancing Few-Shot Image Classification with Unlabelled Examples	Peyman Bateni, Jarred Barber, Jan-Willem van de Meent	2020	arxiv 2006.12245
Deep Network Classification by Scattering and Homotopy Dictionary Learning	John Zarka, Louis Thiry, Tomás Angles	2019	arxiv 1910.03561
Condition-Aware Neural Network for Controlled Image Generation	Han Cai, Muyang Li, Zhuoyang Zhang	2024	arxiv 2404.01143
THAT: Two Head Adversarial Training for Improving Robustness at Scale	Zuxuan Wu, Tom Goldstein, Larry S. Davis	2021	arxiv 2103.13612
Real Time Image Saliency for Black Box Classifiers	Piotr Dabkowski, Yarin Gal	2017	arxiv 1705.07857
Combined Scaling for Zero-shot Transfer Learning	Hieu Pham, Zihang Dai, Golnaz Ghiasi	2021	arxiv 2111.10050
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization	Boyao Wang, Zhihan Lei	2026	arxiv 2608.04084
LUMix: Improving Mixup by Better Modelling Label Uncertainty	Shuyang Sun, Jie-Neng Chen, Ruifei He	2022	arxiv 2211.15846
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum	Yosuke Shinya, Edgar Simo-Serra, Taiji Suzuki	2019	arxiv 1909.04021
Embedding Propagation: Smoother Manifold for Few-Shot Classification	Pau Rodríguez, Issam Laradji, Alexandre Drouin	2020	arxiv 2003.04151
Is Robustness the Cost of Accuracy? -- A Comprehensive Study on the Robustness of 18 Deep Image Classification Models	Dong Su, Huan Zhang, Hongge Chen	2018	arxiv 1808.01688
Self-Supervised Similarity Learning for Digital Pathology	Jacob Gildenblat, Eldad Klaiman	2019	arxiv 1905.08139
DetNAS: Backbone Search for Object Detection	Yukang Chen, Tong Yang, Xiangyu Zhang	2019	arxiv 1903.10979
Is Synthetic Image Augmentation Useful for Imbalanced Classification Problems? Case-Study on the MIDOG2025 Atypical Cell Detection Competition	Leire Benito-Del-Valle, Pedro A. Moreno-Sánchez, Itziar Egusquiza	2025	arxiv 2509.02612
GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets	Sven Oehri, Nikolas Ebert, Ahmed Abdullah	2024	arxiv 2408.14131
The Origins and Prevalence of Texture Bias in Convolutional Neural Networks	Katherine L. Hermann, Ting Chen, Simon Kornblith	2019	arxiv 1911.09071
Concept Generalization in Visual Representation Learning	Mert Bulent Sariyildiz, Yannis Kalantidis, Diane Larlus	2020	arxiv 2012.05649

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