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 9576–9600 of 10420 papers

Title	Date	Tasks	Status	Hype
Dynamic Routing Between Capsules	Oct 26, 2017	Image Classification	CodeCode Available	1
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available	0
Deep Neural Networks	Oct 25, 2017	image-classificationImage Classification	—Unverified	0
mixup: Beyond Empirical Risk Minimization	Oct 25, 2017	Domain GeneralizationImage Classification	CodeCode Available	1
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference	Oct 21, 2017	image-classificationImage Classification	—Unverified	0
Classification Driven Dynamic Image Enhancement	Oct 20, 2017	ClassificationGeneral Classification	—Unverified	0
Deep Self-taught Learning for Remote Sensing Image Classification	Oct 19, 2017	ClassificationDictionary Learning	—Unverified	0
Enhancing the Performance of Convolutional Neural Networks on Quality Degraded Datasets	Oct 18, 2017	image-classificationImage Classification	—Unverified	0
VisDA: The Visual Domain Adaptation Challenge	Oct 18, 2017	Domain AdaptationGeneral Classification	CodeCode Available	1
Dropout Sampling for Robust Object Detection in Open-Set Conditions	Oct 18, 2017	image-classificationImage Classification	—Unverified	0
Do Convolutional Neural Networks Learn Class Hierarchy?	Oct 17, 2017	image-classificationImage Classification	—Unverified	0
Learning to Learn Image Classifiers with Visual Analogy	Oct 17, 2017	ClassificationGeneral Classification	—Unverified	0
Entanglement Entropy of Target Functions for Image Classification and Convolutional Neural Network	Oct 16, 2017	ClassificationGeneral Classification	—Unverified	0
Searching for Activation Functions	Oct 16, 2017	Image ClassificationReinforcement Learning	CodeCode Available	0
Pushing the envelope in deep visual recognition for mobile platforms	Oct 16, 2017	ClassificationGeneral Classification	—Unverified	0
Manifold regularization based on Nyström type subsampling	Oct 13, 2017	image-classificationImage Classification	—Unverified	0
Arguing Machines: Human Supervision of Black Box AI Systems That Make Life-Critical Decisions	Oct 12, 2017	Autonomous DrivingGeneral Classification	CodeCode Available	0
Convolutional Neural Networks for Histopathology Image Classification: Training vs. Using Pre-Trained Networks	Oct 11, 2017	General Classificationimage-classification	—Unverified	0
Learning to Generalize: Meta-Learning for Domain Generalization	Oct 10, 2017	Domain Generalizationimage-classification	CodeCode Available	1
Energy-efficient Amortized Inference with Cascaded Deep Classifiers	Oct 10, 2017	image-classificationImage Classification	—Unverified	0
Application of Deep Learning in Neuroradiology: Automated Detection of Basal Ganglia Hemorrhage using 2D-Convolutional Neural Networks	Oct 10, 2017	Data AugmentationGeneral Classification	—Unverified	0
Does Normalization Methods Play a Role for Hyperspectral Image Classification?	Oct 9, 2017	ClassificationGeneral Classification	—Unverified	0
Deep Convolutional Neural Networks as Generic Feature Extractors	Oct 6, 2017	General ClassificationImage Classification	—Unverified	0
Energy-Based Spherical Sparse Coding	Oct 4, 2017	ClassificationGeneral Classification	—Unverified	0
A concatenating framework of shortcut convolutional neural networks	Oct 3, 2017	ClassificationGender Classification	—Unverified	0

Show:10 25 50

← PrevPage 384 of 417Next →

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