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 3501–3510 of 10420 papers

Title	Date	Tasks	Status
Embedding Complementary Deep Networks for Image Classification	Jun 1, 2019	ClassificationGeneral Classification	—Unverified
Embedding Deep Networks into Visual Explanations	Sep 15, 2017	image-classificationImage Classification	—Unverified
DFDL: Discriminative Feature-oriented Dictionary Learning for Histopathological Image Classification	Feb 3, 2015	ClassificationDictionary Learning	—Unverified
Embedding of FRPN in CNN architecture	Dec 27, 2019	image-classificationImage Classification	—Unverified
Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification	Apr 15, 2025	image-classificationImage Classification	—Unverified
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis	Dec 12, 2024	AllClassification	—Unverified
Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk Minimization	Apr 30, 2021	image-classificationImage Classification	—Unverified
Embedding Task Knowledge into 3D Neural Networks via Self-supervised Learning	Jun 10, 2020	ClusteringGeneral Classification	—Unverified
EmbRace: Accelerating Sparse Communication for Distributed Training of NLP Neural Networks	Oct 18, 2021	image-classificationImage Classification	—Unverified
An Attention Module for Convolutional Neural Networks	Aug 18, 2021	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