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 4421–4430 of 10420 papers

Title	Date	Tasks	Status
Deep learning for classification of noisy QR codes	Jul 20, 2023	ClassificationDeep Learning	—Unverified
BadNL: Backdoor Attacks against NLP Models with Semantic-preserving Improvements	Jun 1, 2020	Backdoor AttackBIG-bench Machine Learning	—Unverified
Deep Learning for Apple Diseases: Classification and Identification	Jul 6, 2020	ClassificationData Augmentation	—Unverified
HyperTune: Dynamic Hyperparameter Tuning For Efficient Distribution of DNN Training Over Heterogeneous Systems	Jul 16, 2020	Federated Learningimage-classification	—Unverified
HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization	Oct 4, 2021	Hyperparameter Optimizationimage-classification	—Unverified
Deep Learning for Active Region Classification: A Systematic Study from Convolutional Neural Networks to Vision Transformers	Oct 23, 2024	Classificationimage-classification	—Unverified
Hyperspherical embedding for novel class classification	Feb 5, 2021	ClassificationFew-Shot Learning	—Unverified
Hyperspherical Loss-Aware Ternary Quantization	Dec 24, 2022	image-classificationImage Classification	—Unverified
Improved and Explainable Cervical Cancer Classification using Ensemble Pooling of Block Fused Descriptors	May 1, 2024	Cancer Classificationfeature selection	—Unverified
Deep Learning Classification With Noisy Labels	Apr 23, 2020	ClassificationDeep Learning	—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