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 3771–3780 of 10420 papers

Title	Date	Tasks	Status	Hype
Sustainable Personalisation and Explainability in Dyadic Data Systems	Oct 19, 2022	Explainable artificial intelligenceImage-based Recommendation Explainability	—Unverified	0
DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery	Oct 19, 2022	Data AugmentationDecoder	CodeCode Available	1
Efficient, probabilistic analysis of combinatorial neural codes	Oct 19, 2022	image-classificationImage Classification	—Unverified	0
A Unified View of Masked Image Modeling	Oct 19, 2022	image-classificationImage Classification	CodeCode Available	0
Training set cleansing of backdoor poisoning by self-supervised representation learning	Oct 19, 2022	Data Poisoningimage-classification	—Unverified	0
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion	Oct 19, 2022	Camera Pose EstimationDepth Estimation	CodeCode Available	2
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models	Oct 18, 2022	image-classificationImage Classification	CodeCode Available	1
Few-Shot Learning of Compact Models via Task-Specific Meta Distillation	Oct 18, 2022	Few-Shot Image ClassificationFew-Shot Learning	—Unverified	0
On effects of Knowledge Distillation on Transfer Learning	Oct 18, 2022	image-classificationImage Classification	—Unverified	0
Layer-wise Relevance Propagation for Echo State Networks applied to Earth System Variability	Oct 18, 2022	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