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 4031–4040 of 10420 papers

Title	Date	Tasks	Status
Designing Adaptive Neural Networks for Energy-Constrained Image Classification	Aug 5, 2018	Bayesian OptimizationClassification	—Unverified
Descriptive analysis of computational methods for automating mammograms with practical applications	Oct 6, 2020	Content-Based Image RetrievalDescriptive	—Unverified
Beyond cross-entropy: learning highly separable feature distributions for robust and accurate classification	Oct 29, 2020	Adversarial RobustnessGeneral Classification	—Unverified
Analyzing Filters Toward Efficient ConvNet	Jun 1, 2018	ClassificationGeneral Classification	—Unverified
FedDiff: Diffusion Model Driven Federated Learning for Multi-Modal and Multi-Clients	Nov 16, 2023	DenoisingFederated Learning	—Unverified
FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning	Jul 20, 2022	Federated Learningimage-classification	—Unverified
FedDropoutAvg: Generalizable federated learning for histopathology image classification	Nov 25, 2021	ClassificationFederated Learning	—Unverified
Compositional Attribute Imbalance in Vision Datasets	Jun 17, 2025	AttributeData Augmentation	—Unverified
Dermoscopic Image Classification with Neural Style Transfer	May 17, 2021	Classificationimage-classification	—Unverified
Depthwise-STFT based separable Convolutional Neural Networks	Jan 27, 2020	image-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	RevCol-H	Top 1 Accuracy	90	—	Unverified