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 3221–3230 of 10420 papers

Title	Date	Tasks	Status
An efficient and flexible inference system for serving heterogeneous ensembles of deep neural networks	Aug 30, 2022	image-classificationImage Classification	—Unverified
DIME-FM : DIstilling Multimodal and Efficient Foundation Models	Jan 1, 2023	image-classificationImage Classification	—Unverified
Addressing Discrepancies in Semantic and Visual Alignment in Neural Networks	Jun 1, 2023	Data Augmentationimage-classification	—Unverified
Double-Stage Feature-Level Clustering-Based Mixture of Experts Framework	Mar 12, 2025	ClusteringDiversity	—Unverified
Double Transfer Learning for Breast Cancer Histopathologic Image Classification	Apr 16, 2019	ClassificationGeneral Classification	—Unverified
Doubly Convolutional Neural Networks	Oct 30, 2016	image-classificationImage Classification	—Unverified
A New Perspective to Boost Vision Transformer for Medical Image Classification	Jan 3, 2023	Diabetic Retinopathy Gradingimage-classification	—Unverified
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference	Jan 30, 2019	image-classificationImage Classification	—Unverified
DIME-FM: DIstilling Multimodal and Efficient Foundation Models	Mar 31, 2023	image-classificationImage Classification	—Unverified
Detached Error Feedback for Distributed SGD with Random Sparsification	Apr 11, 2020	Generalization BoundsImage 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