Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3126–3150 of 10420 papers

Title	Date	Tasks	Status	Score
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging	Jun 25, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
An AI-Powered VVPAT Counter for Elections in India	Dec 9, 2022	Few-Shot LearningImage Classification	CodeCode Available	5
DeepSearch: A Simple and Effective Blackbox Attack for Deep Neural Networks	Oct 14, 2019	image-classificationImage Classification	CodeCode Available	5
Adaptive Randomized Smoothing: Certified Adversarial Robustness for Multi-Step Defences	Jun 14, 2024	Adversarial Robustnessimage-classification	CodeCode Available	5
Local semantic enhanced convnet for aerial scene recognition	Jul 8, 2021	Aerial Scene ClassificationImage Classification	CodeCode Available	5
Bayesian Robust Aggregation for Federated Learning	May 5, 2025	Bayesian InferenceFederated Learning	CodeCode Available	5
Local-to-Global Self-Attention in Vision Transformers	Jul 10, 2021	image-classificationImage Classification	CodeCode Available	5
DeepSat V2: Feature Augmented Convolutional Neural Nets for Satellite Image Classification	Nov 15, 2019	ClassificationGeneral Classification	CodeCode Available	5
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models	Dec 8, 2023	Adversarial AttackDeepFake Detection	CodeCode Available	5
DeepSat - A Learning framework for Satellite Imagery	Sep 11, 2015	ClassificationDenoising	CodeCode Available	5
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification	Mar 10, 2024	Data AugmentationDiversity	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
Deep Retinal Image Understanding	Sep 5, 2016	General Classificationimage-classification	CodeCode Available	5
Deep Residual Networks with Exponential Linear Unit	Apr 14, 2016	Image Classification	CodeCode Available	5
Bayesian posterior approximation with stochastic ensembles	Dec 15, 2022	Bayesian Inferenceimage-classification	CodeCode Available	5
Deep Residual Network based Automatic Image Grading for Diabetic Macular Edema	Jul 1, 2018	Fovea Detectionimage-classification	CodeCode Available	5
An Evasion Attack against Stacked Capsule Autoencoder	Oct 14, 2020	Adversarial Attackimage-classification	CodeCode Available	5
Deep Residual Learning in the JPEG Transform Domain	Dec 31, 2018	General Classificationimage-classification	CodeCode Available	5
Bayesian Nonparametric Federated Learning of Neural Networks	May 28, 2019	Federated LearningGeneral Classification	CodeCode Available	5
Improving Classification Neural Networks by using Absolute activation function (MNIST/LeNET-5 example)	Apr 23, 2023	Image Classification	CodeCode Available	5
Observer Dependent Lossy Image Compression	Oct 8, 2019	ClassificationGeneral Classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified