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 1091–1100 of 10420 papers

Title	Date	Tasks	Status	Hype
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding	Jun 15, 2023	Contrastive Learningimage-classification	CodeCode Available	1
Contrastive Learning of Medical Visual Representations from Paired Images and Text	Oct 2, 2020	Contrastive LearningDescriptive	CodeCode Available	1
CoProNN: Concept-based Prototypical Nearest Neighbors for Explaining Vision Models	Apr 23, 2024	image-classificationImage Classification	CodeCode Available	1
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows	Jul 1, 2021	Image ClassificationSemantic Segmentation	CodeCode Available	1
DeepGleason: a System for Automated Gleason Grading of Prostate Cancer using Deep Neural Networks	Mar 25, 2024	Diagnosticimage-classification	CodeCode Available	1
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
Container: Context Aggregation Network	Jun 2, 2021	Image ClassificationInductive Bias	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