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 3881–3890 of 10420 papers

Title	Date	Tasks	Status	Hype
Dilated Neighborhood Attention Transformer	Sep 29, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
Increasing Model Generalizability for Unsupervised Domain Adaptation	Sep 29, 2022	Domain Adaptationimage-classification	—Unverified	0
Access Control with Encrypted Feature Maps for Object Detection Models	Sep 29, 2022	image-classificationImage Classification	—Unverified	0
CompNet: A Designated Model to Handle Combinations of Images and Designed features	Sep 28, 2022	image-classificationImage Classification	—Unverified	0
Deeply Supervised Layer Selective Attention Network: Towards Label-Efficient Learning for Medical Image Classification	Sep 28, 2022	feature selectionimage-classification	—Unverified	0
Data Augmentation using Feature Generation for Volumetric Medical Images	Sep 28, 2022	ClassificationData Augmentation	—Unverified	0
Attention Spiking Neural Networks	Sep 28, 2022	Action Recognitionimage-classification	—Unverified	0
CEC-CNN: A Consecutive Expansion-Contraction Convolutional Network for Very Small Resolution Medical Image Classification	Sep 27, 2022	image-classificationImage Classification	—Unverified	0
EEG-based Image Feature Extraction for Visual Classification using Deep Learning	Sep 27, 2022	Decision MakingDeep Learning	—Unverified	0
Genetic Programming-Based Evolutionary Deep Learning for Data-Efficient Image Classification	Sep 27, 2022	ClassificationDeep Learning	—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	RevCol-H	Top 1 Accuracy	90	—	Unverified