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 4321–4330 of 10420 papers

Title	Date	Tasks	Status
Adaptive Mixture of Low-Rank Factorizations for Compact Neural Modeling	Sep 27, 2018	image-classificationImage Classification	—Unverified
Deep neural network loses attention to adversarial images	Jun 10, 2021	image-classificationImage Classification	—Unverified
Batch Kalman Normalization: Towards Training Deep Neural Networks with Micro-Batches	Feb 9, 2018	image-classificationImage Classification	—Unverified
Achieving 3D Attention via Triplet Squeeze and Excitation Block	May 9, 2025	Facial Expression RecognitionFacial Expression Recognition (FER)	—Unverified
Batch Group Normalization	Dec 4, 2020	Domain AdaptationFew-Shot Learning	—Unverified
Deep Neural Network Based Hyperspectral Pixel Classification With Factorized Spectral-Spatial Feature Representation	Apr 16, 2019	ClassificationGeneral Classification	—Unverified
A Multi-Modal Multilingual Benchmark for Document Image Classification	Oct 25, 2023	ClassificationCross-Lingual Transfer	—Unverified
Human-interpretable model explainability on high-dimensional data	Oct 14, 2020	image-classificationImage Classification	—Unverified
Deep Neural Network Approximation Theory	Jan 8, 2019	Handwritten Digit RecognitionImage Classification	—Unverified
Deep Networks with Fast Retraining	Aug 13, 2020	Image 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