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 8901–8925 of 10420 papers

Title	Date	Tasks	Status	Hype
One-Class Feature Learning Using Intra-Class Splitting	Dec 20, 2018	ClassificationGeneral Classification	—Unverified	0
DAC: Data-free Automatic Acceleration of Convolutional Networks	Dec 20, 2018	image-classificationImage Classification	CodeCode Available	0
An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering	Dec 19, 2018	image-classificationImage Classification	—Unverified	0
Semi-Supervised Deep Learning for Abnormality Classification in Retinal Images	Dec 19, 2018	Deep LearningGeneral Classification	CodeCode Available	1
Toward Multimodal Model-Agnostic Meta-Learning	Dec 18, 2018	DiversityFew-Shot Image Classification	—Unverified	0
TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set	Dec 17, 2018	General ClassificationGenerative Adversarial Network	—Unverified	0
The Recognition Of Persian Phonemes Using PPNet	Dec 17, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation	Dec 17, 2018	ClassificationData Augmentation	—Unverified	0
Attending Category Disentangled Global Context for Image Classification	Dec 17, 2018	ClassificationGeneral Classification	—Unverified	0
Efficient Super Resolution Using Binarized Neural Network	Dec 16, 2018	Binarizationimage-classification	—Unverified	0
Pre-Trained Convolutional Neural Network Features for Facial Expression Recognition	Dec 16, 2018	ClassificationFacial Expression Recognition	—Unverified	0
Flatten-T Swish: a thresholded ReLU-Swish-like activation function for deep learning	Dec 15, 2018	General Classificationimage-classification	CodeCode Available	0
Evolutionary Neural Architecture Search for Image Restoration	Dec 14, 2018	GPUimage-classification	—Unverified	0
Rethinking Layer-wise Feature Amounts in Convolutional Neural Network Architectures	Dec 14, 2018	General Classificationimage-classification	CodeCode Available	0
Learning to Learn from Noisy Labeled Data	Dec 13, 2018	image-classificationImage Classification	CodeCode Available	0
Generating Hard Examples for Pixel-wise Classification	Dec 13, 2018	ClassificationHyperspectral Image Classification	—Unverified	0
Impact of Data Normalization on Deep Neural Network for Time Series Forecasting	Dec 13, 2018	image-classificationImage Classification	—Unverified	0
Thwarting Adversarial Examples: An L_0-RobustSparse Fourier Transform	Dec 12, 2018	General Classificationimage-classification	—Unverified	0
Reproduction Report on "Learn to Pay Attention"	Dec 11, 2018	General Classificationimage-classification	CodeCode Available	0
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network	Dec 11, 2018	Binarizationimage-classification	—Unverified	0
ECG Arrhythmia Classification Using Transfer Learning from 2-Dimensional Deep CNN Features	Dec 11, 2018	ClassificationGeneral Classification	—Unverified	0
Layer-Parallel Training of Deep Residual Neural Networks	Dec 11, 2018	General Classificationimage-classification	CodeCode Available	0
Proximal Mean-field for Neural Network Quantization	Dec 11, 2018	Image ClassificationQuantization	CodeCode Available	1
Defending Against Universal Perturbations With Shared Adversarial Training	Dec 10, 2018	image-classificationImage Classification	—Unverified	0
Feature Denoising for Improving Adversarial Robustness	Dec 9, 2018	Adversarial DefenseAdversarial Robustness	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