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 2181–2190 of 10420 papers

Title	Date	Tasks	Status	Hype
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design	Jul 30, 2018	Image ClassificationObject Detection	CodeCode Available	1
End-to-End Incremental Learning	Jul 25, 2018	image-classificationImage Classification	CodeCode Available	1
Invariant Information Clustering for Unsupervised Image Classification and Segmentation	Jul 17, 2018	ClusteringGeneral Classification	CodeCode Available	1
Age Estimation Using Expectation of Label Distribution Learning	Jul 13, 2018	Age EstimationFace Recognition	CodeCode Available	1
This Looks Like That: Deep Learning for Interpretable Image Recognition	Jun 27, 2018	Deep LearningGeneral Classification	CodeCode Available	1
DARTS: Differentiable Architecture Search	Jun 24, 2018	General Classificationimage-classification	CodeCode Available	1
RISE: Randomized Input Sampling for Explanation of Black-box Models	Jun 19, 2018	Explainable Artificial Intelligence (XAI)Feature Importance	CodeCode Available	1
Manifold Mixup: Better Representations by Interpolating Hidden States	Jun 13, 2018	Image Classification	CodeCode Available	1
Bayesian Model-Agnostic Meta-Learning	Jun 11, 2018	Active Learningimage-classification	CodeCode Available	1
Improving the Resolution of CNN Feature Maps Efficiently with Multisampling	May 28, 2018	General 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	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