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 8051–8075 of 10420 papers

Title	Date	Tasks	Status
SESS: Self-Ensembling Semi-Supervised 3D Object Detection	Dec 26, 2019	3D Object Detectionimage-classification	CodeCode Available
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available
Effective Data Augmentation with Multi-Domain Learning GANs	Dec 25, 2019	Data AugmentationGeneral Classification	—Unverified
Learn to Segment Retinal Lesions and Beyond	Dec 25, 2019	General Classificationimage-classification	CodeCode Available
Adversarial AutoAugment	Dec 24, 2019	Data Augmentationimage-classification	—Unverified
An Analysis of the Expressiveness of Deep Neural Network Architectures Based on Their Lipschitz Constants	Dec 24, 2019	image-classificationImage Classification	—Unverified
Deep Manifold Embedding for Hyperspectral Image Classification	Dec 24, 2019	ClassificationClustering	CodeCode Available
A Deep Neuro-Fuzzy Network for Image Classification	Dec 22, 2019	ClassificationGeneral Classification	CodeCode Available
Learning to Impute: A General Framework for Semi-supervised Learning	Dec 22, 2019	ClassificationFacial Landmark Detection	CodeCode Available
Multimodal Prediction based on Graph Representations	Dec 21, 2019	image-classificationImage Classification	—Unverified
Overcoming Long-term Catastrophic Forgetting through Adversarial Neural Pruning and Synaptic Consolidation	Dec 19, 2019	Image Classification	CodeCode Available
A New Ensemble Method for Concessively Targeted Multi-model Attack	Dec 19, 2019	image-classificationImage Classification	—Unverified
Making Better Mistakes: Leveraging Class Hierarchies with Deep Networks	Dec 19, 2019	image-classificationImage Classification	CodeCode Available
Image Analytics for Legal Document Review: A Transfer Learning Approach	Dec 19, 2019	Clusteringimage-classification	—Unverified
Towards Verifying Robustness of Neural Networks Against Semantic Perturbations	Dec 19, 2019	image-classificationImage Classification	CodeCode Available
ResNetX: a more disordered and deeper network architecture	Dec 18, 2019	image-classificationImage Classification	—Unverified
Semantic Regularization: Improve Few-shot Image Classification by Reducing Meta Shift	Dec 18, 2019	DecoderFew-Shot Image Classification	—Unverified
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification	Dec 18, 2019	AttributeGeneral Classification	—Unverified
A Web Page Classifier Library Based on Random Image Content Analysis Using Deep Learning	Dec 18, 2019	General Classificationimage-classification	—Unverified
Continuous Meta-Learning without Tasks	Dec 18, 2019	image-classificationImage Classification	CodeCode Available
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available
Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification	Dec 17, 2019	ClassificationGeneral Classification	—Unverified
Disentanglement based Active Learning	Dec 15, 2019	Active LearningDisentanglement	CodeCode Available
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure	Dec 14, 2019	Face Recognitionimage-classification	—Unverified
Recurrent Highway Networks with Grouped Auxiliary Memory	Dec 13, 2019	image-classificationImage Classification	CodeCode Available

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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