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 2371–2380 of 10420 papers

Title	Date	Tasks	Status
Compact Feature Learning for Multi-Domain Image Classification	Jun 1, 2019	Classificationdomain classification	—Unverified
Compact & Capable: Harnessing Graph Neural Networks and Edge Convolution for Medical Image Classification	Jul 24, 2023	Drug DiscoveryGraph Attention	—Unverified
A review of Deep learning Techniques for COVID-19 identification on Chest CT images	Jul 29, 2022	Deep Learningimage-classification	—Unverified
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationDeep Learning	—Unverified
AdvMask: A Sparse Adversarial Attack Based Data Augmentation Method for Image Classification	Nov 29, 2022	Adversarial AttackClassification	—Unverified
A review of deep learning-based information fusion techniques for multimodal medical image classification	Apr 23, 2024	image-classificationImage Classification	—Unverified
A Control Theoretic Framework for Adaptive Gradient Optimizers in Machine Learning	Jun 4, 2022	BIG-bench Machine Learningimage-classification	—Unverified
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection	Feb 27, 2019	image-classificationImage Classification	—Unverified
Communication Efficient SGD via Gradient Sampling With Bayes Prior	Jun 19, 2021	image-classificationImage Classification	—Unverified
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease	Dec 22, 2020	Ensemble Learningimage-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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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