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 3031–3040 of 10420 papers

Title	Date	Tasks	Status
A Deep Convolutional Neural Network Applied to Ship Detection and Classification	Oct 29, 2020	General ClassificationImage Classification	—Unverified
Evaluating the Fairness of Neural Collapse in Medical Image Classification	Jul 8, 2024	Deep LearningFairness	—Unverified
Boosting Video Captioning with Dynamic Loss Network	Jul 25, 2021	image-classificationImage Classification	—Unverified
An Encryption Method of ConvMixer Models without Performance Degradation	Jul 25, 2022	Adversarial DefenseClassification	—Unverified
An Empirical Study on the Efficacy of Deep Active Learning for Image Classification	Nov 30, 2022	Active Learningimage-classification	—Unverified
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification	Apr 23, 2025	Deep Learningimage-classification	—Unverified
Evaluating Data Augmentation Techniques for Coffee Leaf Disease Classification	Jan 11, 2024	ClassificationData Augmentation	—Unverified
Adaptive Gradient Clipping for Robust Federated Learning	May 23, 2024	ARCFederated Learning	—Unverified
A Deep and Autoregressive Approach for Topic Modeling of Multimodal Data	Sep 13, 2014	image-classificationImage Classification	—Unverified
An empirical study of the relation between network architecture and complexity	Nov 11, 2019	image-classificationImage Classification	—Unverified

Show:10 25 50

← PrevPage 304 of 1042Next →

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