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 2781–2790 of 10420 papers

Title	Date	Tasks	Status	Score
Improving robustness to corruptions with multiplicative weight perturbations	Jun 24, 2024	Data Augmentationimage-classification	CodeCode Available	5
Improvising the Learning of Neural Networks on Hyperspherical Manifold	Sep 29, 2021	Face IdentificationFace Recognition	CodeCode Available	5
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
Learning the Space of Deep Models	Jun 10, 2022	image-classificationImage Classification	CodeCode Available	5
Acne Severity Grading on Face Images via Extraction and Guidance of Prior Knowledge	Jan 2, 2023	Acne Severity Gradingimage-classification	CodeCode Available	5
Boosting Ensemble Accuracy by Revisiting Ensemble Diversity Metrics	Jun 19, 2021	DiversityEnsemble Learning	CodeCode Available	5
Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need	May 29, 2025	Allimage-classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage 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
An Empirical Investigation of Randomized Defenses against Adversarial Attacks	Sep 12, 2019	Adversarial AttackGeneral 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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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