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 7876–7900 of 10420 papers

Title	Date	Tasks	Status	Hype
Disentanglement based Active Learning	Dec 15, 2019	Active LearningDisentanglement	CodeCode Available	0
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure	Dec 14, 2019	Face Recognitionimage-classification	—Unverified	0
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available	0
TopoAct: Visually Exploring the Shape of Activations in Deep Learning	Dec 13, 2019	Anomaly DetectionDeep Learning	CodeCode Available	0
Recurrent Highway Networks with Grouped Auxiliary Memory	Dec 13, 2019	image-classificationImage Classification	CodeCode Available	0
Towards Partial Supervision for Generic Object Counting in Natural Scenes	Dec 13, 2019	image-classificationImage Classification	CodeCode Available	0
Row-Sparse Discriminative Deep Dictionary Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationDictionary Learning	—Unverified	0
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationDeep Learning	—Unverified	0
Label Consistent Transform Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationGeneral Classification	—Unverified	0
Parting with Illusions about Deep Active Learning	Dec 11, 2019	Active LearningData Augmentation	—Unverified	0
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage Segmentation	—Unverified	0
Image Classification with Deep Learning in the Presence of Noisy Labels: A Survey	Dec 11, 2019	General Classificationimage-classification	CodeCode Available	1
Associative Alignment for Few-shot Image Classification	Dec 11, 2019	ClassificationDomain Adaptation	CodeCode Available	0
Scalable Fine-grained Generated Image Classification Based on Deep Metric Learning	Dec 10, 2019	General Classificationimage-classification	—Unverified	0
Feature Losses for Adversarial Robustness	Dec 10, 2019	Adversarial RobustnessDenoising	—Unverified	0
Arithmetic addition of two integers by deep image classification networks: experiments to quantify their autonomous reasoning ability	Dec 10, 2019	General Classificationimage-classification	CodeCode Available	0
Appending Adversarial Frames for Universal Video Attack	Dec 10, 2019	ClassificationGeneral Classification	—Unverified	0
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization	Dec 10, 2019	Image ClassificationInstance Segmentation	CodeCode Available	0
Deep Adaptive Wavelet Network	Dec 10, 2019	image-classificationImage Classification	CodeCode Available	0
Naive Gabor Networks for Hyperspectral Image Classification	Dec 9, 2019	ClassificationGeneral Classification	—Unverified	0
Meta-Learning without Memorization	Dec 9, 2019	Few-Shot Image Classificationimage-classification	CodeCode Available	0
Selective Synthetic Augmentation with Quality Assurance	Dec 9, 2019	ClassificationData Augmentation	—Unverified	0
Learning Disentangled Representations via Mutual Information Estimation	Dec 9, 2019	DisentanglementGeneral Classification	CodeCode Available	0
Principal Component Properties of Adversarial Samples	Dec 7, 2019	image-classificationImage Classification	—Unverified	0
Dynamic Convolution: Attention over Convolution Kernels	Dec 7, 2019	Image ClassificationKeypoint Detection	CodeCode Available	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified