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 3131–3140 of 10420 papers

Title	Date	Tasks	Status	Score
A CNN with Noise Inclined Module and Denoise Framework for Hyperspectral Image Classification	May 25, 2022	ClassificationHyperspectral Image Classification	CodeCode Available	5
Local Low-Rank Approximation With Superpixel-Guided Locality Preserving Graph for Hyperspectral Image Classification	Aug 18, 2022	Hyperspectral 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 Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-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

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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