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 2921–2930 of 10420 papers

Title	Date	Tasks	Status	Score
DenseNet Models for Tiny ImageNet Classification	Apr 23, 2019	ClassificationGeneral Classification	CodeCode Available	5
Between-class Learning for Image Classification	Nov 28, 2017	ClassificationGeneral Classification	CodeCode Available	5
Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective	Aug 20, 2022	Adversarial Robustnessimage-classification	CodeCode Available	5
Detection of healthy and diseased crops in drone captured images using Deep Learning	May 22, 2023	image-classificationImage Classification	CodeCode Available	5
Biased Importance Sampling for Deep Neural Network Training	May 31, 2017	image-classificationImage Classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	5
DenseNet for Breast Tumor Classification in Mammographic Images	Jan 24, 2021	ClassificationDiagnostic	CodeCode Available	5
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available	5
Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation	Jun 13, 2022	image-classificationImage Classification	CodeCode Available	5
Better Self-training for Image Classification through Self-supervision	Sep 2, 2021	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	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