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 2851–2860 of 10420 papers

Title	Date	Tasks	Status
Cascaded Cross-Attention Networks for Data-Efficient Whole-Slide Image Classification Using Transformers	May 11, 2023	image-classificationImage Classification	—Unverified
An Invisible Backdoor Attack Based On Semantic Feature	May 19, 2024	Backdoor Attackimage-classification	—Unverified
An Investigation on Hardware-Aware Vision Transformer Scaling	Sep 29, 2021	GPUimage-classification	—Unverified
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods	Oct 18, 2013	Active LearningClassification Of Hyperspectral Images	—Unverified
An Introduction to Deep Visual Explanation	Nov 26, 2017	Deep LearningGeneral Classification	—Unverified
A Comparison for Anti-noise Robustness of Deep Learning Classification Methods on a Tiny Object Image Dataset: from Convolutional Neural Network to Visual Transformer and Performer	Jun 3, 2021	ClassificationDeep Learning	—Unverified
CapsuleRRT: Relationships-Aware Regression Tracking via Capsules	Jun 19, 2021	image-classificationImage Classification	—Unverified
An Introduction to Deep Morphological Networks	Jun 4, 2019	Deep Learningimage-classification	—Unverified
3D Dense Separated Convolution Module for Volumetric Image Analysis	May 14, 2019	image-classificationImage Classification	—Unverified
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems	Apr 1, 2025	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	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