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 3141–3150 of 10420 papers

Title	Date	Tasks	Status	Hype
Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification	Mar 29, 2023	Classificationimage-classification	—Unverified	0
Towards Understanding the Effect of Pretraining Label Granularity	Mar 29, 2023	image-classificationImage Classification	—Unverified	0
Provable Robustness for Streaming Models with a Sliding Window	Mar 28, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
On the Local Cache Update Rules in Streaming Federated Learning	Mar 28, 2023	Federated Learningimage-classification	—Unverified	0
Fully Hyperbolic Convolutional Neural Networks for Computer Vision	Mar 28, 2023	Image ClassificationImage Generation	CodeCode Available	1
Your Diffusion Model is Secretly a Zero-Shot Classifier	Mar 28, 2023	Domain GeneralizationFine-Grained Image Classification	CodeCode Available	2
Automated wildlife image classification: An active learning tool for ecological applications	Mar 28, 2023	Active Learningimage-classification	CodeCode Available	0
Iteratively Coupled Multiple Instance Learning from Instance to Bag Classifier for Whole Slide Image Classification	Mar 28, 2023	Classificationimage-classification	CodeCode Available	1
Exploring Deep Learning Methods for Classification of SAR Images: Towards NextGen Convolutions via Transformers	Mar 28, 2023	image-classificationImage Classification	—Unverified	0
Learning Expressive Prompting With Residuals for Vision Transformers	Mar 27, 2023	Few-Shot Learningimage-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