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 1891–1900 of 10420 papers

Title	Date	Tasks	Status	Hype
Discretization-Aware Architecture Search	Jul 7, 2020	image-classificationImage Classification	CodeCode Available	1
SpinalNet: Deep Neural Network with Gradual Input	Jul 7, 2020	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
GOLD-NAS: Gradual, One-Level, Differentiable	Jul 7, 2020	image-classificationImage Classification	CodeCode Available	1
Adaptive Risk Minimization: Learning to Adapt to Domain Shift	Jul 6, 2020	BIG-bench Machine LearningDomain Generalization	CodeCode Available	1
Self-Challenging Improves Cross-Domain Generalization	Jul 5, 2020	Domain Generalizationimage-classification	CodeCode Available	1
Rethinking Channel Dimensions for Efficient Model Design	Jul 2, 2020	Image ClassificationInstance Segmentation	CodeCode Available	1
Measuring Robustness to Natural Distribution Shifts in Image Classification	Jul 1, 2020	ClassificationDomain Generalization	CodeCode Available	1
Early-Learning Regularization Prevents Memorization of Noisy Labels	Jun 30, 2020	General ClassificationImage Classification	CodeCode Available	1
Ontology-guided Semantic Composition for Zero-Shot Learning	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules	Jun 30, 2020	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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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