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 3551–3560 of 10420 papers

Title	Date	Tasks	Status
DevNet: A Deep Event Network for Multimedia Event Detection and Evidence Recounting	Jun 1, 2015	Action RecognitionEvent Detection	—Unverified
Energy-Based Spherical Sparse Coding	Oct 4, 2017	ClassificationGeneral Classification	—Unverified
Anatomy-specific classification of medical images using deep convolutional nets	Apr 15, 2015	AnatomyClassification	—Unverified
Energy-efficient Amortized Inference with Cascaded Deep Classifiers	Oct 10, 2017	image-classificationImage Classification	—Unverified
Few-shot Learning for Domain-specific Fine-grained Image Classification	Jul 23, 2019	ClassificationFew-Shot Learning	—Unverified
Energy-Efficient Classification at the Wireless Edge with Reliability Guarantees	Apr 21, 2022	Data Compressionimage-classification	—Unverified
Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware	Oct 10, 2022	Edge-computingimage-classification	—Unverified
Energy Efficient Hadamard Neural Networks	May 14, 2018	Deep LearningGeneral Classification	—Unverified
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification	Oct 22, 2024	ClassificationDeep Learning	—Unverified
An Artificial Neural Network for Image Classification Inspired by Aversive Olfactory Learning Circuits in Caenorhabditis Elegans	Aug 28, 2024	Classificationimage-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