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 1911–1920 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
HATNet: An End-to-End Holistic Attention Network for Diagnosis of Breast Biopsy Images	Jul 25, 2020	Histopathological Image Classificationimage-classification	CodeCode Available	1	5
CoDeNet: Efficient Deployment of Input-Adaptive Object Detection on Embedded FPGAs	Jun 12, 2020	image-classificationImage Classification	CodeCode Available	1	5
Causal Inference via Style Transfer for Out-of-distribution Generalisation	Dec 6, 2022	Causal InferenceImage Classification	CodeCode Available	1	5
Heuristic Hyperparameter Optimization for Convolutional Neural Networks using Genetic Algorithm	Dec 14, 2021	Hyperparameter Optimizationimage-classification	CodeCode Available	1	5
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection	Mar 26, 2020	image-classificationImage Classification	CodeCode Available	1	5
Fruit Quality and Defect Image Classification with Conditional GAN Data Augmentation	Apr 12, 2021	ClassificationData Augmentation	CodeCode Available	1	5
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1	5
SOS: Selective Objective Switch for Rapid Immunofluorescence Whole Slide Image Classification	Mar 11, 2020	DiagnosticGeneral Classification	CodeCode Available	1	5
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network	Jan 17, 2020	Fine-Grained Image ClassificationFine-Grained Visual Recognition	CodeCode Available	1	5
Hamiltonian Deep Neural Networks Guaranteeing Non-vanishing Gradients by Design	May 27, 2021	image-classificationImage Classification	CodeCode Available	1	5

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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