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 9801–9825 of 10420 papers

Title	Date	Tasks	Status	Hype
Tube Convolutional Neural Network (T-CNN) for Action Detection in Videos	Mar 30, 2017	Action Detectionimage-classification	CodeCode Available	0
Bundle Optimization for Multi-aspect Embedding	Mar 29, 2017	Clusteringimage-classification	—Unverified	0
Multi-Scale Dense Networks for Resource Efficient Image Classification	Mar 29, 2017	General ClassificationHandwritten Mathmatical Expression Recognition	CodeCode Available	1
Active Convolution: Learning the Shape of Convolution for Image Classification	Mar 27, 2017	ClassificationGeneral Classification	CodeCode Available	0
Scaling the Scattering Transform: Deep Hybrid Networks	Mar 27, 2017	Image Classification	CodeCode Available	0
Deceiving Google's Cloud Video Intelligence API Built for Summarizing Videos	Mar 26, 2017	image-classificationImage Classification	—Unverified	0
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification	Mar 23, 2017	General ClassificationHyperspectral Image Classification	CodeCode Available	1
Cross-View Image Matching for Geo-localization in Urban Environments	Mar 22, 2017	Cross-View Image-to-Image Translationgeo-localization	CodeCode Available	0
Knowledge Transfer for Melanoma Screening with Deep Learning	Mar 22, 2017	Deep Learningimage-classification	CodeCode Available	0
Joint Intermodal and Intramodal Label Transfers for Extremely Rare or Unseen Classes	Mar 22, 2017	ClassificationGeneral Classification	—Unverified	0
Knowledge distillation using unlabeled mismatched images	Mar 21, 2017	General Classificationimage-classification	—Unverified	0
Second-order Convolutional Neural Networks	Mar 20, 2017	image-classificationImage Classification	—Unverified	0
Curriculum Dropout	Mar 18, 2017	image-classificationImage Classification	CodeCode Available	0
PatternNet: Visual Pattern Mining with Deep Neural Network	Mar 18, 2017	image-classificationImage Classification	—Unverified	0
From visual words to a visual grammar: using language modelling for image classification	Mar 16, 2017	General Classificationimage-classification	—Unverified	0
Random Forests and VGG-NET: An Algorithm for the ISIC 2017 Skin Lesion Classification Challenge	Mar 15, 2017	Binary ClassificationClassification	—Unverified	0
Transfer Learning for Melanoma Detection: Participation in ISIC 2017 Skin Lesion Classification Challenge	Mar 15, 2017	General Classificationimage-classification	—Unverified	0
Convolutional Low-Resolution Fine-Grained Classification	Mar 15, 2017	ClassificationFine-Grained Image Classification	—Unverified	0
Fully Convolutional Neural Networks to Detect Clinical Dermoscopic Features	Mar 14, 2017	General ClassificationImage Classification	—Unverified	0
Automatic Skin Lesion Analysis using Large-scale Dermoscopy Images and Deep Residual Networks	Mar 12, 2017	Decision Makingimage-classification	—Unverified	0
Evaluating Deep Convolutional Neural Networks for Material Classification	Mar 12, 2017	ClassificationGeneral Classification	—Unverified	0
A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation	Mar 12, 2017	ClassificationDomain Adaptation	—Unverified	0
Deep Learning applied to NLP	Mar 9, 2017	Deep LearningGeneral Classification	CodeCode Available	0
Learning to Remember Rare Events	Mar 9, 2017	Few-Shot Image Classificationimage-classification	CodeCode Available	0
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	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	RevCol-H	Top 1 Accuracy	90	—	Unverified