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 8751–8775 of 10420 papers

Title	Date	Tasks	Status
Dynamic Mini-batch SGD for Elastic Distributed Training: Learning in the Limbo of Resources	Apr 26, 2019	image-classificationImage Classification	CodeCode Available
Learning Discriminative Features Via Weights-biased Softmax Loss	Apr 25, 2019	image-classificationImage Classification	—Unverified
Local Relation Networks for Image Recognition	Apr 25, 2019	General ClassificationImage Classification	CodeCode Available
Deep Multi-View Learning using Neuron-Wise Correlation-Maximizing Regularizers	Apr 25, 2019	3D Object RecognitionGeneral Classification	—Unverified
Unsupervised Deep Learning by Neighbourhood Discovery	Apr 25, 2019	Deep Learningimage-classification	CodeCode Available
Unsupervised Label Noise Modeling and Loss Correction	Apr 25, 2019	Image Classification	CodeCode Available
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks	Apr 24, 2019	Efficient Neural Networkimage-classification	—Unverified
Low-Memory Neural Network Training: A Technical Report	Apr 24, 2019	image-classificationImage Classification	—Unverified
Deep Sparse Representation-based Classification	Apr 24, 2019	ClassificationDecoder	CodeCode Available
DenseNet Models for Tiny ImageNet Classification	Apr 23, 2019	ClassificationGeneral Classification	CodeCode Available
Detecting inter-sectional accuracy differences in driver drowsiness detection algorithms	Apr 23, 2019	image-classificationImage Classification	—Unverified
Attention Augmented Convolutional Networks	Apr 22, 2019	General Classificationimage-classification	CodeCode Available
Switchable Whitening for Deep Representation Learning	Apr 22, 2019	Domain Adaptationimage-classification	CodeCode Available
Neural Architecture Search for Deep Face Recognition	Apr 21, 2019	AutoMLFace Recognition	—Unverified
State Classification of Cooking Objects Using a VGG CNN	Apr 21, 2019	BIG-bench Machine LearningClassification	—Unverified
Data-Driven Neuron Allocation for Scale Aggregation Networks	Apr 20, 2019	Image Classificationobject-detection	CodeCode Available
Class specific or shared? A cascaded dictionary learning framework for image classification	Apr 17, 2019	Dictionary LearningGeneral Classification	—Unverified
A large-scale field test on word-image classification in large historical document collections using a traditional and two deep-learning methods	Apr 17, 2019	General Classificationimage-classification	—Unverified
Correlated Logistic Model With Elastic Net Regularization for Multilabel Image Classification	Apr 17, 2019	Classificationfeature selection	—Unverified
Sparseout: Controlling Sparsity in Deep Networks	Apr 17, 2019	General Classificationimage-classification	CodeCode Available
TextCaps : Handwritten Character Recognition with Very Small Datasets	Apr 17, 2019	Few-Shot Image ClassificationImage Classification	CodeCode Available
Double Transfer Learning for Breast Cancer Histopathologic Image Classification	Apr 16, 2019	ClassificationGeneral Classification	—Unverified
Deep Neural Network Based Hyperspectral Pixel Classification With Factorized Spectral-Spatial Feature Representation	Apr 16, 2019	ClassificationGeneral Classification	—Unverified
Deep learning for image segmentation: veritable or overhyped?	Apr 16, 2019	Deep LearningGeneral Classification	—Unverified
Cryo-Electron Microscopy Image Analysis Using Multi-Frequency Vector Diffusion Maps	Apr 16, 2019	Cryogenic Electron Microscopy (cryo-EM)Denoising	—Unverified

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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