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 3531–3540 of 10420 papers

Title	Date	Tasks	Status	Hype
Bayesian posterior approximation with stochastic ensembles	Dec 15, 2022	Bayesian Inferenceimage-classification	CodeCode Available	0
Backdoor Attack Detection in Computer Vision by Applying Matrix Factorization on the Weights of Deep Networks	Dec 15, 2022	Backdoor Attackimage-classification	—Unverified	0
Learning to Detect Semantic Boundaries with Image-level Class Labels	Dec 15, 2022	Boundary Detectionimage-classification	—Unverified	0
CLIPPO: Image-and-Language Understanding from Pixels Only	Dec 15, 2022	Contrastive Learningimage-classification	—Unverified	0
Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and Language	Dec 14, 2022	Decoderimage-classification	CodeCode Available	1
SAIF: Sparse Adversarial and Imperceptible Attack Framework	Dec 14, 2022	Decision Makingimage-classification	—Unverified	0
Reproducible scaling laws for contrastive language-image learning	Dec 14, 2022	Image ClassificationOpen Vocabulary Attribute Detection	CodeCode Available	1
Domain Generalization by Learning and Removing Domain-specific Features	Dec 14, 2022	DecoderDomain Generalization	CodeCode Available	1
Design-time Fashion Popularity Forecasting in VR Environments	Dec 14, 2022	image-classificationImage Classification	—Unverified	0
Post-hoc Uncertainty Learning using a Dirichlet Meta-Model	Dec 14, 2022	image-classificationImage 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