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 2291–2300 of 10420 papers

Title	Date	Tasks	Status	Score
Invariance encoding in sliced-Wasserstein space for image classification with limited training data	Jan 9, 2022	Data Augmentationimage-classification	CodeCode Available	5
Is it enough to optimize CNN architectures on ImageNet?	Mar 16, 2021	image-classificationImage Classification	CodeCode Available	5
Joint Optimization Framework for Learning with Noisy Labels	Mar 30, 2018	General Classificationimage-classification	CodeCode Available	5
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	Classificationimage-classification	CodeCode Available	5
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach	Jul 21, 2020	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
A Rotation Meanout Network with Invariance for Dermoscopy Image Classification and Retrieval	Aug 1, 2022	image-classificationImage Classification	CodeCode Available	5
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available	5
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available	5
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)	Nov 30, 2017	General Classificationimage-classification	CodeCode Available	5
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage 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	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