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 6976–7000 of 10420 papers

Title	Date	Tasks	Status	Hype
Features based Mammogram Image Classification using Weighted Feature Support Vector Machine	Sep 19, 2020	General Classificationimage-classification	—Unverified	0
Multi-Level Graph Convolutional Network with Automatic Graph Learning for Hyperspectral Image Classification	Sep 19, 2020	General Classificationgraph construction	—Unverified	0
Adversarial Rain Attack and Defensive Deraining for DNN Perception	Sep 19, 2020	Adversarial AttackAutonomous Driving	—Unverified	0
Hyperspectral Image Classification Method Based on 2D–3D CNN and Multibranch Feature Fusion	Sep 18, 2020	ClassificationGeneral Classification	—Unverified	0
AdderSR: Towards Energy Efficient Image Super-Resolution	Sep 18, 2020	image-classificationImage Classification	—Unverified	0
Searching for Low-Bit Weights in Quantized Neural Networks	Sep 18, 2020	image-classificationImage Classification	CodeCode Available	1
Generating Efficient DNN-Ensembles with Evolutionary Computation	Sep 18, 2020	CPUEnsemble Learning	—Unverified	0
Noisy Concurrent Training for Efficient Learning under Label Noise	Sep 17, 2020	Image ClassificationMemorization	CodeCode Available	0
MoPro: Webly Supervised Learning with Momentum Prototypes	Sep 17, 2020	Contrastive Learningimage-classification	CodeCode Available	1
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks	Sep 17, 2020	Image ClassificationKnowledge Distillation	CodeCode Available	1
An Algorithm for Out-Of-Distribution Attack to Neural Network Encoder	Sep 17, 2020	Dimensionality ReductionGeneral Classification	CodeCode Available	0
Deep Collective Learning: Learning Optimal Inputs and Weights Jointly in Deep Neural Networks	Sep 17, 2020	image-classificationImage Classification	—Unverified	0
Unsupervised Image Classification Through Time-Multiplexed Photonic Multi-Layer Spiking Convolutional Neural Network	Sep 16, 2020	image-classificationImage Classification	—Unverified	0
Eating Habits Discovery in Egocentric Photo-streams	Sep 16, 2020	Dynamic Time Warpingimage-classification	—Unverified	0
Feature Fusion via Multiresolution Compressive Measurement Matrix Analysis For Spectral Image Classification	Sep 15, 2020	Classificationimage-classification	CodeCode Available	0
Classifying the Equation of State from Rotating Core Collapse Gravitational Waves with Deep Learning	Sep 15, 2020	General Classificationimage-classification	—Unverified	0
Constrained Labeling for Weakly Supervised Learning	Sep 15, 2020	image-classificationImage Classification	CodeCode Available	0
Ensemble learning of diffractive optical networks	Sep 15, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup	Sep 15, 2020	Adversarial RobustnessImage Classification	CodeCode Available	1
A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes	Sep 15, 2020	Deep LearningDescriptive	CodeCode Available	1
ResNet-like Architecture with Low Hardware Requirements	Sep 15, 2020	Edge-computingGeneral Classification	CodeCode Available	0
One-bit Supervision for Image Classification	Sep 14, 2020	ClassificationGeneral Classification	CodeCode Available	0
Adaptive Convolution Kernel for Artificial Neural Networks	Sep 14, 2020	image-classificationImage Classification	CodeCode Available	0
Semi-supervised dictionary learning with graph regularization and active points	Sep 13, 2020	Dictionary LearningGeneral Classification	CodeCode Available	0
Margin-Based Regularization and Selective Sampling in Deep Neural Networks	Sep 13, 2020	ClassificationGeneral Classification	—Unverified	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	RevCol-H	Top 1 Accuracy	90	—	Unverified