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 4271–4280 of 10420 papers

Title	Date	Tasks	Status	Hype
FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification	Jun 17, 2022	Federated LearningFew-Shot Learning	CodeCode Available	1
PRANC: Pseudo RAndom Networks for Compacting deep models	Jun 16, 2022	image-classificationImage Classification	CodeCode Available	1
Using adversarial images to improve outcomes of federated learning for non-IID data	Jun 16, 2022	Federated Learningimage-classification	—Unverified	0
Simple and Efficient Architectures for Semantic Segmentation	Jun 16, 2022	Decoderimage-classification	CodeCode Available	1
Channel Importance Matters in Few-Shot Image Classification	Jun 16, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge	Jun 16, 2022	Adversarial AttackFace Verification	CodeCode Available	1
Open-Set Recognition with Gradient-Based Representations	Jun 16, 2022	image-classificationImage Classification	—Unverified	0
Recent Advances in Scene Image Representation and Classification	Jun 15, 2022	Classificationimage-classification	—Unverified	0
Masked Siamese ConvNets	Jun 15, 2022	image-classificationImage Classification	—Unverified	0
Efficient Adaptive Ensembling for Image Classification	Jun 15, 2022	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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified