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 2671–2680 of 10420 papers

Title	Date	Tasks	Status	Hype
Diffusion Models Beat GANs on Image Classification	Jul 17, 2023	ClassificationDenoising	CodeCode Available	1
Does Visual Pretraining Help End-to-End Reasoning?	Jul 17, 2023	image-classificationImage Classification	—Unverified	0
Fast Adaptation with Bradley-Terry Preference Models in Text-To-Image Classification and Generation	Jul 15, 2023	image-classificationImage Classification	—Unverified	0
Spatial-Spectral Hyperspectral Classification based on Learnable 3D Group Convolution	Jul 15, 2023	Hyperspectral Image Classificationimage-classification	CodeCode Available	0
Machine learning for option pricing: an empirical investigation of network architectures	Jul 14, 2023	Articlesimage-classification	—Unverified	0
FedBIAD: Communication-Efficient and Accuracy-Guaranteed Federated Learning with Bayesian Inference-Based Adaptive Dropout	Jul 14, 2023	Bayesian InferenceFederated Learning	—Unverified	0
Multiplicative update rules for accelerating deep learning training and increasing robustness	Jul 14, 2023	image-classificationImage Classification	—Unverified	0
Multi-Dimensional Ability Diagnosis for Machine Learning Algorithms	Jul 14, 2023	cognitive diagnosisDiagnostic	CodeCode Available	0
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image Classification	Jul 13, 2023	Hyperspectral Image Classificationimage-classification	CodeCode Available	0
On the ability of CNNs to extract color invariant intensity based features for image classification	Jul 13, 2023	Classificationimage-classification	—Unverified	0

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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