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 8676–8700 of 10420 papers

Title	Date	Tasks	Status
Spectral Metric for Dataset Complexity Assessment	May 17, 2019	ClusteringGeneral Classification	CodeCode Available
SSFN -- Self Size-estimating Feed-forward Network with Low Complexity, Limited Need for Human Intervention, and Consistent Behaviour across Trials	May 17, 2019	Image Classification	—Unverified
Transfer Learning based Detection of Diabetic Retinopathy from Small Dataset	May 17, 2019	ClassificationDeep Learning	CodeCode Available
Percival: Making In-Browser Perceptual Ad Blocking Practical With Deep Learning	May 17, 2019	Blockingimage-classification	CodeCode Available
Joint Learning of Neural Networks via Iterative Reweighted Least Squares	May 16, 2019	General Classificationimage-classification	CodeCode Available
PAGANDA: An Adaptive Task-Independent Automatic Data Augmentation	May 16, 2019	BIG-bench Machine LearningData Augmentation	CodeCode Available
TRk-CNN: Transferable Ranking-CNN for image classification of glaucoma, glaucoma suspect, and normal eyes	May 16, 2019	ClassificationGeneral Classification	—Unverified
Dynamic Neural Network Channel Execution for Efficient Training	May 15, 2019	Computational Efficiencyimage-classification	—Unverified
Orthogonal Deep Neural Networks	May 15, 2019	image-classificationImage Classification	CodeCode Available
BiRA-Net: Bilinear Attention Net for Diabetic Retinopathy Grading	May 15, 2019	ClassificationDiabetic Retinopathy Grading	CodeCode Available
An Efficient Pre-processing Method to Eliminate Adversarial Effects	May 15, 2019	General ClassificationImage Classification	—Unverified
Online Normalization for Training Neural Networks	May 15, 2019	General Classificationimage-classification	CodeCode Available
ROI Regularization for Semi-supervised and Supervised Learning	May 15, 2019	Data AugmentationGeneral Classification	—Unverified
Efficient Ladder-style DenseNets for Semantic Segmentation of Large Images	May 14, 2019	image-classificationImage Classification	CodeCode Available
3D Dense Separated Convolution Module for Volumetric Image Analysis	May 14, 2019	image-classificationImage Classification	—Unverified
Multi-scale Dynamic Graph Convolutional Network for Hyperspectral Image Classification	May 14, 2019	ClassificationGeneral Classification	CodeCode Available
Transition Subspace Learning based Least Squares Regression for Image Classification	May 14, 2019	ClassificationGeneral Classification	—Unverified
Hierarchically Structured Meta-learning	May 13, 2019	ClusteringContinual Learning	CodeCode Available
A novel statistical metric learning for hyperspectral image classification	May 13, 2019	ClassificationDiversity	—Unverified
Multi-Agent Image Classification via Reinforcement Learning	May 13, 2019	ClassificationGeneral Classification	CodeCode Available
Deep Neural Networks for Marine Debris Detection in Sonar Images	May 13, 2019	image-classificationImage Classification	—Unverified
Generative Adversarial Networks and Conditional Random Fields for Hyperspectral Image Classification	May 12, 2019	ClassificationGeneral Classification	—Unverified
Breast cancer image classification on WSI with spatial correlations	May 12, 2019	ClassificationGeneral Classification	CodeCode Available
Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints	May 12, 2019	General Classificationimage-classification	CodeCode Available
Multitask Deep Learning with Spectral Knowledge for Hyperspectral Image Classification	May 11, 2019	ClassificationDeep Learning	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	RevCol-H	Top 1 Accuracy	90	—	Unverified