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 861–870 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
A Novel Approach for detecting Normal, COVID-19 and Pneumonia patient using only binary classifications from chest CT-Scans	Mar 28, 2022	COVID-19 DiagnosisDiagnostic	CodeCode Available	1	5
Federated Learning via Input-Output Collaborative Distillation	Dec 22, 2023	Federated Learningimage-classification	CodeCode Available	1	5
Automated Relational Meta-learning	Jan 3, 2020	Few-Shot Image Classificationimage-classification	CodeCode Available	1	5
Adaptive and Background-Aware Vision Transformer for Real-Time UAV Tracking	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
Deep Unlearning: Fast and Efficient Gradient-free Approach to Class Forgetting	Dec 1, 2023	Image ClassificationMachine Unlearning	CodeCode Available	1	5
A Novel Convolutional Neural Network Architecture with a Continuous Symmetry	Aug 3, 2023	image-classificationImage Classification	CodeCode Available	1	5
A Comprehensive Empirical Evaluation on Online Continual Learning	Aug 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1	5
CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data	Dec 14, 2023	Contrastive LearningFederated Learning	CodeCode Available	1	5
Defending Against Unforeseen Failure Modes with Latent Adversarial Training	Mar 8, 2024	image-classificationImage Classification	CodeCode Available	1	5
Delving into Out-of-Distribution Detection with Medical Vision-Language Models	Mar 2, 2025	Benchmarkingimage-classification	CodeCode Available	1	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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified