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 2651–2660 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep learning for classification of noisy QR codes	Jul 20, 2023	ClassificationDeep Learning	—Unverified	0
The importance of feature preprocessing for differentially private linear optimization	Jul 19, 2023	image-classificationImage Classification	—Unverified	0
Confidence Estimation Using Unlabeled Data	Jul 19, 2023	Active Learningimage-classification	CodeCode Available	0
Class Attention to Regions of Lesion for Imbalanced Medical Image Recognition	Jul 19, 2023	image-classificationImage Classification	—Unverified	0
Interpreting and Correcting Medical Image Classification with PIP-Net	Jul 19, 2023	ClassificationDecision Making	CodeCode Available	1
Attacking by Aligning: Clean-Label Backdoor Attacks on Object Detection	Jul 19, 2023	Autonomous DrivingBackdoor Attack	CodeCode Available	0
What do neural networks learn in image classification? A frequency shortcut perspective	Jul 19, 2023	Data Augmentationimage-classification	CodeCode Available	1
Semantic-Aware Dual Contrastive Learning for Multi-label Image Classification	Jul 19, 2023	Contrastive Learningimage-classification	CodeCode Available	1
As large as it gets: Learning infinitely large Filters via Neural Implicit Functions in the Fourier Domain	Jul 19, 2023	image-classificationImage Classification	CodeCode Available	0
Linearized Relative Positional Encoding	Jul 18, 2023	image-classificationImage Classification	CodeCode Available	0

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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