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 2301–2310 of 10420 papers

Title	Date	Tasks	Status
Art Authentication with Vision Transformers	Jul 6, 2023	image-classificationImage Classification	—Unverified
A Base Model Selection Methodology for Efficient Fine-Tuning	Sep 25, 2019	image-classificationImage Classification	—Unverified
Diff-SySC: An Approach Using Diffusion Models for Semi-Supervised Image Classification	Feb 25, 2025	image-classificationImage Classification	—Unverified
Complex Scene Classification of PolSAR Imagery based on a Self-paced Learning Approach	Mar 18, 2019	General Classificationimage-classification	—Unverified
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset	Feb 21, 2019	Data AugmentationFace Recognition	—Unverified
Art-Attack: Black-Box Adversarial Attack via Evolutionary Art	Mar 7, 2022	Adversarial Attackimage-classification	—Unverified
A fast dynamic graph convolutional network and CNN parallel network for hyperspectral image classification	May 30, 2022	Hyperspectral Image Classificationimage-classification	—Unverified
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning	Jun 5, 2020	Anomaly Detectionimage-classification	—Unverified
Differential Privacy Analysis of Decentralized Gossip Averaging under Varying Threat Models	May 26, 2025	image-classificationImage Classification	—Unverified
Competitive Multi-scale Convolution	Nov 18, 2015	Image Classification	—Unverified

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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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified