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 7226–7250 of 10420 papers

Title	Date	Tasks	Status	Hype
Rethinking Channel Dimensions for Efficient Model Design	Jul 2, 2020	Image ClassificationInstance Segmentation	CodeCode Available	1
A deep primal-dual proximal network for image restoration	Jul 2, 2020	image-classificationImage Classification	—Unverified	0
Learning ordered pooling weights in image classification	Jul 2, 2020	ClassificationGeneral Classification	CodeCode Available	0
Image Analysis Based on Nonnegative/Binary Matrix Factorization	Jul 2, 2020	ClassificationGeneral Classification	—Unverified	0
Robust and Accurate Authorship Attribution via Program Normalization	Jul 1, 2020	Authorship AttributionImage Classification	—Unverified	0
Estimation with Uncertainty via Conditional Generative Adversarial Networks	Jul 1, 2020	Generative Adversarial Networkimage-classification	—Unverified	0
Robustifying the Deployment of tinyML Models for Autonomous mini-vehicles	Jul 1, 2020	Autonomous DrivingAutonomous Navigation	—Unverified	0
Measuring Robustness to Natural Distribution Shifts in Image Classification	Jul 1, 2020	ClassificationDomain Generalization	CodeCode Available	1
HACT-Net: A Hierarchical Cell-to-Tissue Graph Neural Network for Histopathological Image Classification	Jul 1, 2020	DiagnosticGeneral Classification	—Unverified	0
SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling	Jul 1, 2020	ChunkingGeneral Classification	—Unverified	0
Language to Network: Conditional Parameter Adaptation with Natural Language Descriptions	Jul 1, 2020	General Classificationimage-classification	—Unverified	0
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution	Jun 30, 2020	Image ClassificationKnowledge Distillation	—Unverified	0
Ontology-guided Semantic Composition for Zero-Shot Learning	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1
Early-Learning Regularization Prevents Memorization of Noisy Labels	Jun 30, 2020	General ClassificationImage Classification	CodeCode Available	1
Training highly effective connectivities within neural networks with randomly initialized, fixed weights	Jun 30, 2020	Image Classification	CodeCode Available	0
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1
Improving robustness against common corruptions by covariate shift adaptation	Jun 30, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
Theory-Inspired Path-Regularized Differential Network Architecture Search	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1
Explainable 3D Convolutional Neural Networks by Learning Temporal Transformations	Jun 29, 2020	image-classificationImage Classification	—Unverified	0
Conditional Classification: A Solution for Computational Energy Reduction	Jun 29, 2020	ClassificationClustering	—Unverified	0
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	1
Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization	Jun 29, 2020	Deep LearningImage Classification	CodeCode Available	1
Harnessing Adversarial Distances to Discover High-Confidence Errors	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	0
Matrix Shuffle-Exchange Networks for Hard 2D Tasks	Jun 29, 2020	Graph Neural NetworkImage Classification	CodeCode Available	0
Active Ensemble Deep Learning for Polarimetric Synthetic Aperture Radar Image Classification	Jun 29, 2020	Active LearningClassification	—Unverified	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