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 3291–3300 of 10420 papers

Title	Date	Tasks	Status
A Closer Look at Prototype Classifier for Few-shot Image Classification	Oct 11, 2021	Few-Shot Image ClassificationFew-Shot Learning	—Unverified
1D-Convolutional Capsule Network for Hyperspectral Image Classification	Mar 23, 2019	ClassificationGeneral Classification	—Unverified
Differential Privacy Analysis of Decentralized Gossip Averaging under Varying Threat Models	May 26, 2025	image-classificationImage Classification	—Unverified
Differentially Private Video Activity Recognition	Jun 27, 2023	Activity RecognitionClassification	—Unverified
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution	Jun 30, 2020	Image ClassificationKnowledge Distillation	—Unverified
Differentially Private Meta-Learning	Sep 12, 2019	Federated LearningFew-Shot Learning	—Unverified
Ancient Coin Classification Using Graph Transduction Games	Oct 2, 2018	ClassificationGeneral Classification	—Unverified
Canonical Correlation Analysis of Datasets with a Common Source Graph	Mar 27, 2018	ClusteringDimensionality Reduction	—Unverified
Dynamic Conditional Networks for Few-Shot Learning	Sep 1, 2018	Face GenerationFew-Shot Learning	—Unverified
Differentially Private Federated Learning via Inexact ADMM with Multiple Local Updates	Feb 18, 2022	Federated Learningimage-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