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 2211–2220 of 10420 papers

Title	Date	Tasks	Status	Hype
A Bregman Learning Framework for Sparse Neural Networks	May 10, 2021	DenoisingImage Classification	CodeCode Available	1
FedProc: Prototypical Contrastive Federated Learning on Non-IID data	Sep 25, 2021	Federated Learningimage-classification	CodeCode Available	1
FedScale: Benchmarking Model and System Performance of Federated Learning at Scale	May 24, 2021	BenchmarkingFederated Learning	CodeCode Available	1
FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning	Aug 24, 2023	Continual LearningFederated Learning	CodeCode Available	1
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier	Jan 3, 2021	ClassificationCross-Domain Few-Shot	CodeCode Available	1
Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification	Jul 26, 2022	Few-Shot LearningHyperspectral Image Classification	CodeCode Available	1
Deep Fast Vision: Accelerated Deep Transfer Learning Vision Prototyping and Beyond	Apr 26, 2023	AutoMLImage Classification	CodeCode Available	1
FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification	Oct 28, 2024	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
CoV-TI-Net: Transferred Initialization with Modified End Layer for COVID-19 Diagnosis	Sep 20, 2022	COVID-19 Diagnosisimage-classification	CodeCode Available	1
A General Framework For Detecting Anomalous Inputs to DNN Classifiers	Jul 29, 2020	Anomaly Detectionimage-classification	CodeCode Available	1

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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