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 8476–8500 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep multi-class learning from label proportions	May 30, 2019	Binary ClassificationGeneral Classification	—Unverified	0
Toward Runtime-Throttleable Neural Networks	May 30, 2019	Edge-computingimage-classification	—Unverified	0
Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness	May 29, 2019	image-classificationImage Classification	CodeCode Available	0
An Inertial Newton Algorithm for Deep Learning	May 29, 2019	Deep LearningGeneral Classification	CodeCode Available	0
Replica-exchange Nosé-Hoover dynamics for Bayesian learning on large datasets	May 29, 2019	General ClassificationImage Classification	—Unverified	0
A Study of BFLOAT16 for Deep Learning Training	May 29, 2019	Deep Learningimage-classification	—Unverified	0
Training Data Subset Search with Ensemble Active Learning	May 29, 2019	Active LearningAutonomous Driving	—Unverified	0
Image classification using quantum inference on the D-Wave 2X	May 28, 2019	General Classificationimage-classification	—Unverified	0
Bayesian Nonparametric Federated Learning of Neural Networks	May 28, 2019	Federated LearningGeneral Classification	CodeCode Available	0
Differential Privacy Has Disparate Impact on Model Accuracy	May 28, 2019	Gender ClassificationGeneral Classification	CodeCode Available	0
Inference with Hybrid Bio-hardware Neural Networks	May 28, 2019	Handwritten Digit Recognitionimage-classification	—Unverified	0
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks	May 28, 2019	CPUimage-classification	CodeCode Available	0
Texture CNN for Thermoelectric Metal Pipe Image Classification	May 28, 2019	ClassificationGeneral Classification	—Unverified	0
Texture CNN for Histopathological Image Classification	May 28, 2019	ClassificationGeneral Classification	—Unverified	0
A Compact Representation of Histopathology Images using Digital Stain Separation & Frequency-Based Encoded Local Projections	May 28, 2019	ClassificationDiagnostic	—Unverified	0
Combining Compositional Models and Deep Networks For Robust Object Classification under Occlusion	May 28, 2019	General Classificationimage-classification	—Unverified	0
Efficient Object Embedding for Spliced Image Retrieval	May 28, 2019	Content-Based Image RetrievalGeneral Classification	—Unverified	0
Why gradient clipping accelerates training: A theoretical justification for adaptivity	May 28, 2019	General ClassificationImage Classification	CodeCode Available	0
RecNets: Channel-wise Recurrent Convolutional Neural Networks	May 28, 2019	General Classificationimage-classification	—Unverified	0
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks	May 28, 2019	Action RecognitionDomain Generalization	CodeCode Available	3
Network Deconvolution	May 28, 2019	Image Classification	CodeCode Available	0
Capsule Routing via Variational Bayes	May 27, 2019	Image Classification	CodeCode Available	0
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-classification	CodeCode Available	0
Combating Label Noise in Deep Learning Using Abstention	May 27, 2019	Deep LearningGeneral Classification	CodeCode Available	1
On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks	May 27, 2019	ClassificationData Augmentation	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