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 9776–9800 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep Multi-view Models for Glitch Classification	Apr 28, 2017	ClassificationGeneral Classification	—Unverified	0
Decision Stream: Cultivating Deep Decision Trees	Apr 25, 2017	Classificationfeature selection	CodeCode Available	1
Residual Attention Network for Image Classification	Apr 23, 2017	General Classificationimage-classification	CodeCode Available	0
Solar Power Plant Detection on Multi-Spectral Satellite Imagery using Weakly-Supervised CNN with Feedback Features and m-PCNN Fusion	Apr 21, 2017	General Classificationimage-classification	CodeCode Available	0
Understanding the Mechanisms of Deep Transfer Learning for Medical Images	Apr 20, 2017	image-classificationImage Classification	—Unverified	0
Skeleton based action recognition using translation-scale invariant image mapping and multi-scale deep cnn	Apr 19, 2017	Action Recognitionimage-classification	—Unverified	0
Universal Adversarial Perturbations Against Semantic Image Segmentation	Apr 19, 2017	image-classificationImage Classification	—Unverified	0
Sparse Communication for Distributed Gradient Descent	Apr 17, 2017	General Classificationimage-classification	CodeCode Available	1
Integrating Scene Text and Visual Appearance for Fine-Grained Image Classification	Apr 15, 2017	ClassificationFine-Grained Image Classification	—Unverified	0
Close Yet Distinctive Domain Adaptation	Apr 13, 2017	Domain Adaptationimage-classification	—Unverified	0
ApproxDBN: Approximate Computing for Discriminative Deep Belief Networks	Apr 13, 2017	General Classificationimage-classification	—Unverified	0
Unsupervised part learning for visual recognition	Apr 12, 2017	ClassificationGeneral Classification	—Unverified	0
Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification	Apr 11, 2017	document-image-classificationDocument Image Classification	CodeCode Available	0
Improving Pairwise Ranking for Multi-label Image Classification	Apr 11, 2017	ClassificationGeneral Classification	CodeCode Available	0
Fine-graind Image Classification via Combining Vision and Language	Apr 10, 2017	AttributeClassification	—Unverified	0
Using convolutional networks and satellite imagery to identify patterns in urban environments at a large scale	Apr 10, 2017	General Classificationimage-classification	CodeCode Available	0
Supervised Infinite Feature Selection	Apr 9, 2017	feature selectionGeneral Classification	CodeCode Available	0
Enhancing Robustness of Machine Learning Systems via Data Transformations	Apr 9, 2017	BIG-bench Machine LearningClassification	—Unverified	0
Encoder Based Lifelong Learning	Apr 6, 2017	image-classificationImage Classification	—Unverified	0
Object-Part Attention Model for Fine-grained Image Classification	Apr 6, 2017	ClassificationFine-Grained Image Classification	CodeCode Available	0
On Generalization and Regularization in Deep Learning	Apr 5, 2017	BIG-bench Machine LearningDeep Learning	—Unverified	0
Classification of Diabetic Retinopathy Images Using Multi-Class Multiple-Instance Learning Based on Color Correlogram Features	Apr 5, 2017	ClassificationGeneral Classification	—Unverified	0
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification	Apr 5, 2017	General Classificationimage-classification	CodeCode Available	0
Truncating Wide Networks using Binary Tree Architectures	Apr 3, 2017	General Classificationimage-classification	CodeCode Available	0
A Genetic Programming Approach to Designing Convolutional Neural Network Architectures	Apr 3, 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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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