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 3381–3390 of 10420 papers

Title	Date	Tasks	Status
Causally Focused Convolutional Networks Through Minimal Human Guidance	Sep 29, 2021	image-classificationImage Classification	—Unverified
Effective Mutation Rate Adaptation through Group Elite Selection	Apr 11, 2022	Evolutionary Algorithmsimage-classification	—Unverified
Bio-inspired learnable divisive normalization for ANNs	Oct 12, 2021	Decoderimage-classification	—Unverified
A Closer Look at Personalization in Federated Image Classification	Apr 22, 2022	ClassificationEdge-computing	—Unverified
Fast Image Scanning with Deep Max-Pooling Convolutional Neural Networks	Feb 7, 2013	General Classificationimage-classification	—Unverified
Effective training of deep convolutional neural networks for hyperspectral image classification through artificial labeling	Sep 12, 2019	General ClassificationHyperspectral Image Classification	—Unverified
Effective Version Space Reduction for Convolutional Neural Networks	Jun 22, 2020	Active LearningImage Classification	—Unverified
FATNN: Fast and Accurate Ternary Neural Networks	Aug 12, 2020	image-classificationImage Classification	—Unverified
Effect of Radiology Report Labeler Quality on Deep Learning Models for Chest X-Ray Interpretation	Apr 1, 2021	ClassificationGeneral Classification	—Unverified
DiffCLIP: Leveraging Stable Diffusion for Language Grounded 3D Classification	May 25, 2023	3D ClassificationClassification	—Unverified

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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