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 3101–3125 of 10420 papers

Title	Date	Tasks	Status	Score
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
Deep Sub-Ensembles for Fast Uncertainty Estimation in Image Classification	Oct 17, 2019	ClassificationGeneral Classification	CodeCode Available	5
An Algorithm for Out-Of-Distribution Attack to Neural Network Encoder	Sep 17, 2020	Dimensionality ReductionGeneral Classification	CodeCode Available	5
Improving Generalization and Convergence by Enhancing Implicit Regularization	May 31, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Long-tailed Object Detection with Image-Level Supervision by Multi-Task Collaborative Learning	Oct 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
DeepSplit: Scalable Verification of Deep Neural Networks via Operator Splitting	Jun 16, 2021	GPUimage-classification	CodeCode Available	5
Rationally Inattentive Utility Maximization for Interpretable Deep Image Classification	Feb 9, 2021	ClassificationDecision Making	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
BDNet: Bengali Handwritten Numeral Digit Recognition based on Densely connected Convolutional Neural Networks	Jun 10, 2019	General ClassificationHandwritten Digit Recognition	CodeCode Available	5
Excitement Surfeited Turns to Errors: Deep Learning Testing Framework Based on Excitable Neurons	Feb 12, 2022	image-classificationImage Classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Improving singing voice separation with the Wave-U-Net using Minimum Hyperspherical Energy	Oct 22, 2019	Data Augmentationimage-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
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Distributed Learning of Deep Neural Networks using Independent Subnet Training	Oct 4, 2019	BIG-bench Machine LearningImage Classification	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
LIMEtree: Consistent and Faithful Multi-class Explanations	May 4, 2020	counterfactualExplainable artificial intelligence	CodeCode Available	5
Bayesian Robust Aggregation for Federated Learning	May 5, 2025	Bayesian InferenceFederated Learning	CodeCode Available	5
Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance	Apr 1, 2024	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

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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