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 3041–3050 of 10420 papers

Title	Date	Tasks	Status	Hype
Hyperbolic Image-Text Representations	Apr 18, 2023	image-classificationImage Classification	CodeCode Available	1
Performance of GAN-based augmentation for deep learning COVID-19 image classification	Apr 18, 2023	Data AugmentationImage Augmentation	CodeCode Available	0
Do humans and machines have the same eyes? Human-machine perceptual differences on image classification	Apr 18, 2023	image-classificationImage Classification	—Unverified	0
Visual Instruction Tuning	Apr 17, 2023	1 Image, 2*2 Stitching3D Question Answering (3D-QA)	CodeCode Available	6
OOD-CV-v2: An extended Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images	Apr 17, 2023	3D Pose EstimationBenchmarking	—Unverified	0
Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture	Apr 17, 2023	image-classificationImage Classification	CodeCode Available	0
Promises and Pitfalls of the Linearized Laplace in Bayesian Optimization	Apr 17, 2023	Bayesian OptimizationDecision Making	CodeCode Available	0
A Survey on Few-Shot Class-Incremental Learning	Apr 17, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Chain of Thought Prompt Tuning in Vision Language Models	Apr 16, 2023	Domain Generalizationimage-classification	—Unverified	0
Autoencoders with Intrinsic Dimension Constraints for Learning Low Dimensional Image Representations	Apr 16, 2023	image-classificationImage Classification	—Unverified	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