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 2431–2440 of 10420 papers

Title	Date	Tasks	Status	Hype
Personalized Food Image Classification: Benchmark Datasets and New Baseline	Sep 15, 2023	image-classificationImage Classification	—Unverified	0
Learning by Self-Explaining	Sep 15, 2023	image-classificationImage Classification	CodeCode Available	0
Biased Attention: Do Vision Transformers Amplify Gender Bias More than Convolutional Neural Networks?	Sep 15, 2023	image-classificationImage Classification	CodeCode Available	0
Continual Learning with Deep Streaming Regularized Discriminant Analysis	Sep 15, 2023	Continual LearningImage Classification	CodeCode Available	0
Interpretability-Aware Vision Transformer	Sep 14, 2023	image-classificationImage Classification	CodeCode Available	1
Mitigating Group Bias in Federated Learning for Heterogeneous Devices	Sep 13, 2023	Decision MakingEmotion Recognition	—Unverified	0
Dynamic Spectrum Mixer for Visual Recognition	Sep 13, 2023	image-classificationImage Classification	—Unverified	0
Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?	Sep 13, 2023	Image ClassificationImage Retrieval	CodeCode Available	1
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense	Sep 13, 2023	Adversarial DefenseDenoising	—Unverified	0
LCReg: Long-Tailed Image Classification with Latent Categories based Recognition	Sep 13, 2023	Data AugmentationDiversity	—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