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 9901–9925 of 10420 papers

Title	Date	Tasks	Status	Hype
Improving training of deep neural networks via Singular Value Bounding	Nov 18, 2016	General Classificationimage-classification	—Unverified	0
Expert Gate: Lifelong Learning with a Network of Experts	Nov 18, 2016	image-classificationImage Classification	CodeCode Available	0
Generalized BackPropagation, Étude De Cas: Orthogonality	Nov 17, 2016	Dimensionality ReductionFine-Grained Image Classification	—Unverified	0
Inverting The Generator Of A Generative Adversarial Network	Nov 17, 2016	Generative Adversarial Networkimage-classification	—Unverified	0
Weakly-supervised Learning of Mid-level Features for Pedestrian Attribute Recognition and Localization	Nov 17, 2016	AttributeClustering	—Unverified	0
PolyNet: A Pursuit of Structural Diversity in Very Deep Networks	Nov 17, 2016	DiversityImage Classification	CodeCode Available	0
Image Credibility Analysis with Effective Domain Transferred Deep Networks	Nov 16, 2016	image-classificationImage Classification	—Unverified	0
S3Pool: Pooling with Stochastic Spatial Sampling	Nov 16, 2016	Data Augmentationimage-classification	CodeCode Available	0
Deep Transfer Learning for Person Re-identification	Nov 16, 2016	General Classificationimage-classification	—Unverified	0
Aggregated Residual Transformations for Deep Neural Networks	Nov 16, 2016	Domain GeneralizationGeneral Classification	CodeCode Available	1
Constrained Low-Rank Learning Using Least Squares-Based Regularization	Nov 15, 2016	General ClassificationImage Categorization	—Unverified	0
Automatic discovery of discriminative parts as a quadratic assignment problem	Nov 14, 2016	General Classificationimage-classification	—Unverified	0
Selfie Detection by Synergy-Constraint Based Convolutional Neural Network	Nov 14, 2016	image-classificationImage Classification	—Unverified	0
Normalizing the Normalizers: Comparing and Extending Network Normalization Schemes	Nov 14, 2016	image-classificationImage Classification	—Unverified	0
Adaptive Deep Pyramid Matching for Remote Sensing Scene Classification	Nov 11, 2016	ClassificationGeneral Classification	—Unverified	0
Learning Multi-Scale Deep Features for High-Resolution Satellite Image Classification	Nov 11, 2016	General Classificationimage-classification	—Unverified	0
X-ray Scattering Image Classification Using Deep Learning	Nov 10, 2016	ClassificationDeep Learning	—Unverified	0
Understanding deep learning requires rethinking generalization	Nov 10, 2016	Deep Learningimage-classification	CodeCode Available	0
Delving into Transferable Adversarial Examples and Black-box Attacks	Nov 8, 2016	Adversarial AttackAdversarial Defense	CodeCode Available	0
Neural Networks Designing Neural Networks: Multi-Objective Hyper-Parameter Optimization	Nov 7, 2016	BIG-bench Machine Learningimage-classification	—Unverified	0
Designing Neural Network Architectures using Reinforcement Learning	Nov 7, 2016	General Classificationimage-classification	CodeCode Available	0
Does Distributionally Robust Supervised Learning Give Robust Classifiers?	Nov 7, 2016	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Neural Architecture Search with Reinforcement Learning	Nov 5, 2016	Image ClassificationLanguage Modeling	CodeCode Available	0
Learning Identity Mappings with Residual Gates	Nov 4, 2016	Image Classification	—Unverified	0
Eve: A Gradient Based Optimization Method with Locally and Globally Adaptive Learning Rates	Nov 4, 2016	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified