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 3161–3170 of 10420 papers

Title	Date	Tasks	Status
Block-term Tensor Neural Networks	Oct 10, 2020	image-classificationImage Classification	—Unverified
Do Convnets Learn Correspondence?	Nov 4, 2014	General Classificationimage-classification	—Unverified
Do Convolutional Neural Networks Learn Class Hierarchy?	Oct 17, 2017	image-classificationImage Classification	—Unverified
Document AI: Benchmarks, Models and Applications	Nov 16, 2021	Deep LearningDocument AI	—Unverified
An Efficient Technique for Image Captioning using Deep Neural Network	Sep 5, 2020	Image Captioningimage-classification	—Unverified
Document image classification, with a specific view on applications of patent images	Jan 13, 2016	document-image-classificationDocument Image Classification	—Unverified
Explicitly Modeled Attention Maps for Image Classification	Jun 14, 2020	ClassificationGeneral Classification	—Unverified
DiSa: Directional Saliency-Aware Prompt Learning for Generalizable Vision-Language Models	May 26, 2025	cross-modal alignmentDomain Generalization	—Unverified
Increasing Depth Leads to U-Shaped Test Risk in Over-parameterized Convolutional Networks	Oct 19, 2020	image-classificationImage Classification	—Unverified
Explaining Deep Convolutional Neural Networks for Image Classification by Evolving Local Interpretable Model-agnostic Explanations	Nov 28, 2022	image-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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified