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 1641–1650 of 10420 papers

Title	Date	Tasks	Status	Hype
The Low-Rank Simplicity Bias in Deep Networks	Mar 18, 2021	Image Classification	CodeCode Available	1
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels	Mar 18, 2021	ClassificationGeneral Classification	CodeCode Available	1
Consistency-based Active Learning for Object Detection	Mar 18, 2021	Active LearningClassification	CodeCode Available	1
Triplet-Watershed for Hyperspectral Image Classification	Mar 17, 2021	ClassificationGeneral Classification	CodeCode Available	1
Gradient Projection Memory for Continual Learning	Mar 17, 2021	AttributeContinual Learning	CodeCode Available	1
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification	Mar 15, 2021	ClassificationDeep Reinforcement Learning	CodeCode Available	1
UPANets: Learning from the Universal Pixel Attention Networks	Mar 15, 2021	GPUimage-classification	CodeCode Available	1
TransFG: A Transformer Architecture for Fine-grained Recognition	Mar 14, 2021	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
Membership Inference Attacks on Machine Learning: A Survey	Mar 14, 2021	BIG-bench Machine LearningFairness	CodeCode Available	1
Revisiting ResNets: Improved Training and Scaling Strategies	Mar 13, 2021	Action ClassificationDocument Image Classification	CodeCode Available	1

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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