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 2641–2650 of 10420 papers

Title	Date	Tasks	Status
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach	Jun 1, 2023	Adversarial AttackAdversarial Defense	—Unverified
Classification of Skin Cancer Images using Convolutional Neural Networks	Feb 1, 2022	Classificationimage-classification	—Unverified
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study	Jun 18, 2018	AttributeGeneral Classification	—Unverified
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment	Jul 22, 2023	Action Quality AssessmentAction Recognition	—Unverified
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000	Feb 13, 2023	image-classificationImage Classification	—Unverified
Classification of Quantitative Light-Induced Fluorescence Images Using Convolutional Neural Network	May 25, 2017	ClassificationGeneral Classification	—Unverified
Classification of Noncoding RNA Elements Using Deep Convolutional Neural Networks	Aug 24, 2020	ClassificationGeneral Classification	—Unverified
An Uncertainty-Aware Deep Learning Framework for Defect Detection in Casting Products	Jul 24, 2021	Defect Detectionimage-classification	—Unverified
Classification of NEQR Processed Classical Images using Quantum Neural Networks (QNN)	Mar 29, 2022	image-classificationImage Classification	—Unverified
Classification of Medical Images and Illustrations in the Biomedical Literature Using Synergic Deep Learning	Jun 28, 2017	General Classificationimage-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	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