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 9626–9650 of 10420 papers

Title	Date	Tasks	Status
Adversarial Dropout Regularization	Nov 5, 2017	Domain AdaptationGeneral Classification	—Unverified
Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines	Nov 3, 2017	ClassificationDeep Learning	—Unverified
The Achievement of Higher Flexibility in Multiple Choice-based Tests Using Image Classification Techniques	Nov 2, 2017	BIG-bench Machine LearningGeneral Classification	—Unverified
Structured Generative Adversarial Networks	Nov 2, 2017	image-classificationImage Classification	CodeCode Available
Learning with Latent Language	Nov 1, 2017	image-classificationImage Classification	CodeCode Available
Hierarchical Representations for Efficient Architecture Search	Nov 1, 2017	General Classificationimage-classification	CodeCode Available
Generating Natural Adversarial Examples	Oct 31, 2017	Adversarial Attackimage-classification	CodeCode Available
Countering Adversarial Images using Input Transformations	Oct 31, 2017	Adversarial DefenseGeneral Classification	CodeCode Available
Conditional Variance Penalties and Domain Shift Robustness	Oct 31, 2017	General Classificationimage-classification	CodeCode Available
Evolving Deep Convolutional Neural Networks for Image Classification	Oct 30, 2017	ClassificationGeneral Classification	CodeCode Available
A Supervised STDP-based Training Algorithm for Living Neural Networks	Oct 30, 2017	BIG-bench Machine LearningDrug Discovery	—Unverified
Multi-level Residual Networks from Dynamical Systems View	Oct 27, 2017	General Classificationimage-classification	—Unverified
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available
Deep Neural Networks	Oct 25, 2017	image-classificationImage Classification	—Unverified
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference	Oct 21, 2017	image-classificationImage Classification	—Unverified
Classification Driven Dynamic Image Enhancement	Oct 20, 2017	ClassificationGeneral Classification	—Unverified
Deep Self-taught Learning for Remote Sensing Image Classification	Oct 19, 2017	ClassificationDictionary Learning	—Unverified
Dropout Sampling for Robust Object Detection in Open-Set Conditions	Oct 18, 2017	image-classificationImage Classification	—Unverified
Enhancing the Performance of Convolutional Neural Networks on Quality Degraded Datasets	Oct 18, 2017	image-classificationImage Classification	—Unverified
Learning to Learn Image Classifiers with Visual Analogy	Oct 17, 2017	ClassificationGeneral Classification	—Unverified
Do Convolutional Neural Networks Learn Class Hierarchy?	Oct 17, 2017	image-classificationImage Classification	—Unverified
Pushing the envelope in deep visual recognition for mobile platforms	Oct 16, 2017	ClassificationGeneral Classification	—Unverified
Entanglement Entropy of Target Functions for Image Classification and Convolutional Neural Network	Oct 16, 2017	ClassificationGeneral Classification	—Unverified
Searching for Activation Functions	Oct 16, 2017	Image ClassificationReinforcement Learning	CodeCode Available
Manifold regularization based on Nyström type subsampling	Oct 13, 2017	image-classificationImage Classification	—Unverified

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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