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 1031–1040 of 10420 papers

Title	Date	Tasks	Status	Hype
Contextual Diversity for Active Learning	Aug 13, 2020	Active LearningDiversity	CodeCode Available	1
Contextual Convolutional Neural Networks	Aug 17, 2021	Generative Adversarial Networkimage-classification	CodeCode Available	1
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification	Jun 20, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Content-aware Token Sharing for Efficient Semantic Segmentation with Vision Transformers	Jun 3, 2023	Computational Efficiencyimage-classification	CodeCode Available	1
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples	Dec 3, 2021	Active LearningDeep Learning	CodeCode Available	1
Contextual Transformer Networks for Visual Recognition	Jul 26, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
Conformer: Local Features Coupling Global Representations for Visual Recognition	May 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
Adapting Grad-CAM for Embedding Networks	Jan 17, 2020	Image Captioningimage-classification	CodeCode Available	1
Consistency-based Active Learning for Object Detection	Mar 18, 2021	Active LearningClassification	CodeCode Available	1
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?	Apr 26, 2022	image-classificationImage Classification	CodeCode Available	1

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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	RevCol-H	Top 1 Accuracy	90	—	Unverified