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 9551–9575 of 10420 papers

Title	Date	Tasks	Status	Hype
Apprentice: Using Knowledge Distillation Techniques To Improve Low-Precision Network Accuracy	Nov 15, 2017	image-classificationImage Classification	—Unverified	0
AOGNets: Compositional Grammatical Architectures for Deep Learning	Nov 15, 2017	Adversarial DefenseDeep Learning	CodeCode Available	0
Spectral-spatial classification of hyperspectral images: three tricks and a new supervised learning setting	Nov 15, 2017	Data AugmentationGeneral Classification	CodeCode Available	0
Saliency-based Sequential Image Attention with Multiset Prediction	Nov 14, 2017	ClassificationGeneral Classification	—Unverified	0
Decoupled Weight Decay Regularization	Nov 14, 2017	image-classificationImage Classification	CodeCode Available	1
All-Transfer Learning for Deep Neural Networks and its Application to Sepsis Classification	Nov 13, 2017	AllDeep Learning	—Unverified	0
Provably efficient neural network representation for image classification	Nov 13, 2017	ClassificationEfficient Neural Network	—Unverified	0
Multi-label Image Recognition by Recurrently Discovering Attentional Regions	Nov 8, 2017	General Classificationimage-classification	—Unverified	0
SIMILARnet: Simultaneous Intelligent Localization and Recognition Network	Nov 8, 2017	General Classificationimage-classification	CodeCode Available	0
Cortical microcircuits as gated-recurrent neural networks	Nov 7, 2017	image-classificationImage Classification	—Unverified	0
Artificial Generation of Big Data for Improving Image Classification: A Generative Adversarial Network Approach on SAR Data	Nov 6, 2017	ClassificationGeneral Classification	CodeCode Available	0
HyperNetworks with statistical filtering for defending adversarial examples	Nov 6, 2017	General Classificationimage-classification	—Unverified	0
Mitigating Adversarial Effects Through Randomization	Nov 6, 2017	Adversarial DefenseImage Classification	CodeCode Available	0
Adversarial Dropout Regularization	Nov 5, 2017	Domain AdaptationGeneral Classification	—Unverified	0
Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines	Nov 3, 2017	ClassificationDeep Learning	—Unverified	0
Structured Generative Adversarial Networks	Nov 2, 2017	image-classificationImage Classification	CodeCode Available	0
The Achievement of Higher Flexibility in Multiple Choice-based Tests Using Image Classification Techniques	Nov 2, 2017	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Learning with Latent Language	Nov 1, 2017	image-classificationImage Classification	CodeCode Available	0
Hierarchical Representations for Efficient Architecture Search	Nov 1, 2017	General Classificationimage-classification	CodeCode Available	0
Countering Adversarial Images using Input Transformations	Oct 31, 2017	Adversarial DefenseGeneral Classification	CodeCode Available	0
Generating Natural Adversarial Examples	Oct 31, 2017	Adversarial Attackimage-classification	CodeCode Available	0
Conditional Variance Penalties and Domain Shift Robustness	Oct 31, 2017	General Classificationimage-classification	CodeCode Available	0
Evolving Deep Convolutional Neural Networks for Image Classification	Oct 30, 2017	ClassificationGeneral Classification	CodeCode Available	0
A Supervised STDP-based Training Algorithm for Living Neural Networks	Oct 30, 2017	BIG-bench Machine LearningDrug Discovery	—Unverified	0
Multi-level Residual Networks from Dynamical Systems View	Oct 27, 2017	General Classificationimage-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	RevCol-H	Top 1 Accuracy	90	—	Unverified