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 2211–2220 of 10420 papers

Title	Date	Tasks	Status	Hype
PadChannel: Improving CNN Performance through Explicit Padding Encoding	Nov 13, 2023	image-classificationImage Classification	CodeCode Available	0
ActiveDC: Distribution Calibration for Active Finetuning	Nov 13, 2023	image-classificationImage Classification	—Unverified	0
Learning Symmetrization for Equivariance with Orbit Distance Minimization	Nov 13, 2023	image-classificationImage Classification	CodeCode Available	0
Optimising Human-AI Collaboration by Learning Convincing Explanations	Nov 13, 2023	Autonomous VehiclesDecision Making	—Unverified	0
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification	Nov 13, 2023	image-classificationImage Classification	CodeCode Available	1
Connecting the Dots: Graph Neural Network Powered Ensemble and Classification of Medical Images	Nov 13, 2023	BenchmarkingClassification	CodeCode Available	0
Two Stream Scene Understanding on Graph Embedding	Nov 12, 2023	Graph AttentionGraph Embedding	—Unverified	0
Follow-Up Differential Descriptions: Language Models Resolve Ambiguities for Image Classification	Nov 10, 2023	image-classificationImage Classification	CodeCode Available	1
Image Classification using Combination of Topological Features and Neural Networks	Nov 10, 2023	ClassificationDeep Learning	—Unverified	0
Deep Fast Vision: A Python Library for Accelerated Deep Transfer Learning Vision Prototyping	Nov 10, 2023	Deep Learningimage-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