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 2661–2670 of 10420 papers

Title	Date	Tasks	Status
Effective Sequential Classifier Training for SVM-based Multitemporal Remote Sensing Image Classification	Jun 15, 2017	ClassificationGeneral Classification	—Unverified
Classification of COVID-19 from CXR Images in a 15-class Scenario: an Attempt to Avoid Bias in the System	Sep 25, 2021	Decision Makingimage-classification	—Unverified
Classification of breast cancer histology images using transfer learning	Feb 26, 2018	ClassificationClassification Of Breast Cancer Histology Images	—Unverified
A 1Mb mixed-precision quantized encoder for image classification and patch-based compression	Jan 9, 2025	image-classificationImage Classification	—Unverified
Anticipating Future Object Compositions without Forgetting	Jul 15, 2024	AttributeCompositional Zero-Shot Learning	—Unverified
Classification for everyone : Building geography agnostic models for fairer recognition	Dec 5, 2023	image-classificationImage Classification	—Unverified
An Efficient Pre-processing Method to Eliminate Adversarial Effects	May 15, 2019	General ClassificationImage Classification	—Unverified
ECG Arrhythmia Classification Using Transfer Learning from 2-Dimensional Deep CNN Features	Dec 11, 2018	ClassificationGeneral Classification	—Unverified
Classification-driven Single Image Dehazing	Nov 21, 2019	ClassificationGeneral Classification	—Unverified
Classification-Driven Dynamic Image Enhancement	Jun 1, 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