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 2651–2660 of 10420 papers

Title	Date	Tasks	Status
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
An Ultralightweight Hybrid CNN Based on Redundancy Removal for Hyperspectral Image Classification	Jan 24, 2024	Hyperspectral Image Classificationimage-classification	—Unverified
Classification of Lung Pathologies in Neonates using Dual Tree Complex Wavelet Transform	Feb 14, 2023	Diagnosticimage-classification	—Unverified
Classification of Shoulder X-Ray Images with Deep Learning Ensemble Models	Jan 31, 2021	Deep LearningEnsemble Learning	—Unverified
ANTNets: Mobile Convolutional Neural Networks for Resource Efficient Image Classification	Apr 7, 2019	ClassificationGeneral Classification	—Unverified
Classification of diffraction patterns using a convolutional neural network in single particle imaging experiments performed at X-ray free-electron lasers	Dec 16, 2021	image-classificationImage Classification	—Unverified
Classification of Diabetic Retinopathy Images Using Multi-Class Multiple-Instance Learning Based on Color Correlogram Features	Apr 5, 2017	ClassificationGeneral Classification	—Unverified
Anti-ESIA: Analyzing and Mitigating Impacts of Electromagnetic Signal Injection Attacks	Sep 17, 2024	image-classificationImage Classification	—Unverified
Adversarial AutoAugment	Dec 24, 2019	Data Augmentationimage-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	RevCol-H	Top 1 Accuracy	90	—	Unverified