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 2021–2030 of 10420 papers

Title	Date	Tasks	Status	Hype
Domain Generalization with Vital Phase Augmentation	Dec 27, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Sorting of Smartphone Components for Recycling Through Convolutional Neural Networks	Dec 27, 2023	image-classificationImage Classification	—Unverified	0
State-of-the-Art in Nudity Classification: A Comparative Analysis	Dec 26, 2023	Classificationimage-classification	CodeCode Available	2
Error-free Training for Artificial Neural Network	Dec 26, 2023	Image Classification	CodeCode Available	0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications	Dec 23, 2023	geo-localizationimage-classification	—Unverified	0
Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models	Dec 23, 2023	image-classificationImage Classification	—Unverified	0
Sample selection with noise rate estimation in noise learning of medical image analysis	Dec 23, 2023	DiagnosticImage Classification	—Unverified	0
Less or More From Teacher: Exploiting Trilateral Geometry For Knowledge Distillation	Dec 22, 2023	Bilevel OptimizationClick-Through Rate Prediction	—Unverified	0
Federated Learning via Input-Output Collaborative Distillation	Dec 22, 2023	Federated Learningimage-classification	CodeCode Available	1
GROOD: Gradient-Aware Out-of-Distribution Detection	Dec 22, 2023	Image ClassificationOut-of-Distribution Detection	—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	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