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 2711–2720 of 10420 papers

Title	Date	Tasks	Status
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images	Mar 24, 2023	Binary ClassificationClassification	—Unverified
Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization	May 31, 2018	Adversarial Attackimage-classification	—Unverified
CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification	May 6, 2024	Document Classificationdocument-image-classification	—Unverified
CIBR: Cross-modal Information Bottleneck Regularization for Robust CLIP Generalization	Mar 31, 2025	Contrastive Learningimage-classification	—Unverified
A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information	Oct 17, 2022	Computational EfficiencyDynamic neural networks	—Unverified
Efficient and Flexible Method for Reducing Moderate-size Deep Neural Networks with Condensation	May 2, 2024	image-classificationImage Classification	—Unverified
Churn analysis using deep convolutional neural networks and autoencoders	Apr 18, 2016	General Classificationimage-classification	—Unverified
Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour	Oct 30, 2020	image-classificationImage Classification	—Unverified
Efficient Adaptation of Pre-trained Vision Transformer underpinned by Approximately Orthogonal Fine-Tuning Strategy	Jul 17, 2025	image-classificationImage Classification	—Unverified
Choosing an Appropriate Platform and Workflow for Processing Camera Trap Data using Artificial Intelligence	Feb 4, 2022	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified