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 3971–3980 of 10420 papers

Title	Date	Tasks	Status
Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure	Sep 5, 2022	Classificationimage-classification	—Unverified
Towards Deep Learning-aided Wireless Channel Estimation and Channel State Information Feedback for 6G	Sep 5, 2022	image-classificationImage Classification	—Unverified
Imaging with Equivariant Deep Learning	Sep 5, 2022	compressed sensingDeep Learning	—Unverified
Consistency-Based Semi-supervised Evidential Active Learning for Diagnostic Radiograph Classification	Sep 5, 2022	Active LearningDiagnostic	—Unverified
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification	Sep 4, 2022	Contrastive LearningDecoder	—Unverified
Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing Labels	Sep 3, 2022	Contrastive Learningimage-classification	CodeCode Available
Class-Specific Channel Attention for Few-Shot Learning	Sep 3, 2022	Few-Shot Classification and SegmentationFew-Shot Image Classification	—Unverified
Vision Transformers and YoloV5 based Driver Drowsiness Detection Framework	Sep 3, 2022	image-classificationImage Classification	—Unverified
Impact of Colour Variation on Robustness of Deep Neural Networks	Sep 2, 2022	image-classificationImage Classification	—Unverified
Impact of Scaled Image on Robustness of Deep Neural Networks	Sep 2, 2022	Adversarial Attackimage-classification	—Unverified

Show:10 25 50

← PrevPage 398 of 1042Next →

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