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 3481–3490 of 10420 papers

Title	Date	Tasks	Status
Federated Model Search via Reinforcement Learning	Jul 7, 2021	Federated LearningImage Classification	—Unverified
Billion-Scale Pretraining with Vision Transformers for Multi-Task Visual Representations	Aug 12, 2021	Image ClassificationMulti-Task Learning	—Unverified
Chest X-ray Image Classification: A Causal Perspective	May 20, 2023	Classificationimage-classification	—Unverified
Diagnosing Convolutional Neural Networks using their Spectral Response	Oct 8, 2018	DiagnosticGeneral Classification	—Unverified
Federated Learning Versus Classical Machine Learning: A Convergence Comparison	Jul 22, 2021	BIG-bench Machine LearningFederated Learning	—Unverified
An Automated Deep Learning Approach for Bacterial Image Classification	Dec 4, 2019	ClassificationDeep Learning	—Unverified
Diabetic retinopathy image classification method based on GreenBen data augmentation	Oct 12, 2024	ClassificationData Augmentation	—Unverified
Chest X-rays Classification: A Multi-Label and Fine-Grained Problem	Jul 19, 2018	General Classificationimage-classification	—Unverified
An Automated CNN Recommendation System for Image Classification Tasks	Dec 27, 2016	ClassificationGeneral Classification	—Unverified
A Dataset for Troll Classification of TamilMemes	May 1, 2020	ClassificationGeneral 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	RevCol-H	Top 1 Accuracy	90	—	Unverified