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 2861–2870 of 10420 papers

Title	Date	Tasks	Status
End-to-End Kernel Learning with Supervised Convolutional Kernel Networks	May 20, 2016	image-classificationImage Classification	—Unverified
Energy-efficient Amortized Inference with Cascaded Deep Classifiers	Oct 10, 2017	image-classificationImage Classification	—Unverified
Enhanced Object Detection via Fusion With Prior Beliefs from Image Classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified
Advances in Deep Learning for Hyperspectral Image Analysis--Addressing Challenges Arising in Practical Imaging Scenarios	Jul 16, 2020	Active LearningHyperspectral image analysis	—Unverified
Capsule Network is Not More Robust than Convolutional Network	Mar 29, 2021	image-classificationImage Classification	—Unverified
EncodeNet: A Framework for Boosting DNN Accuracy with Entropy-driven Generalized Converting Autoencoder	Apr 21, 2024	image-classificationImage Classification	—Unverified
An Interpretive Constrained Linear Model for ResNet and MgNet	Dec 14, 2021	image-classificationImage Classification	—Unverified
Enabling Small Models for Zero-Shot Selection and Reuse through Model Label Learning	Aug 21, 2024	image-classificationImage Classification	—Unverified
Encoder Based Lifelong Learning	Apr 6, 2017	image-classificationImage Classification	—Unverified
CapsNet comparative performance evaluation for image classification	May 28, 2018	ClassificationGeneral Classification	—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	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