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 8576–8600 of 10420 papers

Title	Date	Tasks	Status	Hype
Image Matters: Scalable Detection of Offensive and Non-Compliant Content / Logo in Product Images	May 6, 2019	image-classificationImage Classification	—Unverified	0
Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks	May 6, 2019	Bayesian OptimizationData Augmentation	CodeCode Available	0
MixMatch: A Holistic Approach to Semi-Supervised Learning	May 6, 2019	Image ClassificationSemi-Supervised Image Classification	CodeCode Available	1
Searching for MobileNetV3	May 6, 2019	ClassificationDecoder	CodeCode Available	1
Deep Visual City Recognition Visualization	May 6, 2019	image-classificationImage Classification	CodeCode Available	0
Edge-labeling Graph Neural Network for Few-shot Learning	May 4, 2019	ClusteringFew-Shot Image Classification	CodeCode Available	0
Bilinear discriminant feature line analysis for image feature extraction	May 3, 2019	General Classificationimage-classification	—Unverified	0
DisplaceNet: Recognising Displaced People from Images by Exploiting Dominance Level	May 3, 2019	Displaced People RecognitionHumanitarian	CodeCode Available	0
Parity Models: A General Framework for Coding-Based Resilience in ML Inference	May 2, 2019	BIG-bench Machine Learningimage-classification	—Unverified	0
Billion-scale semi-supervised learning for image classification	May 2, 2019	ClassificationGeneral Classification	CodeCode Available	1
Directing DNNs Attention for Facial Attribution Classification using Gradient-weighted Class Activation Mapping	May 2, 2019	ClassificationGeneral Classification	—Unverified	0
On Expected Accuracy	May 1, 2019	ClassificationGeneral Classification	—Unverified	0
Fast AutoAugment	May 1, 2019	Data AugmentationGPU	CodeCode Available	1
Probabilistic Model-Based Dynamic Architecture Search	May 1, 2019	image-classificationImage Classification	—Unverified	0
Radial Basis Feature Transformation to Arm CNNs Against Adversarial Attacks	May 1, 2019	image-classificationImage Classification	—Unverified	0
Probabilistic Federated Neural Matching	May 1, 2019	Federated LearningGeneral Classification	—Unverified	0
Graph Classification with Geometric Scattering	May 1, 2019	ClassificationGeneral Classification	—Unverified	0
A Synaptic Neural Network and Synapse Learning	May 1, 2019	Image Classification	CodeCode Available	0
Asynchronous SGD without gradient delay for efficient distributed training	May 1, 2019	GPUimage-classification	—Unverified	0
HIGHLY EFFICIENT 8-BIT LOW PRECISION INFERENCE OF CONVOLUTIONAL NEURAL NETWORKS	May 1, 2019	image-classificationImage Classification	—Unverified	0
FAST OBJECT LOCALIZATION VIA SENSITIVITY ANALYSIS	May 1, 2019	General Classificationimage-classification	—Unverified	0
Contextual Recurrent Convolutional Model for Robust Visual Learning	May 1, 2019	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Model Compression with Generative Adversarial Networks	May 1, 2019	CPUDiversity	—Unverified	0
Deep Ensemble Bayesian Active Learning : Adressing the Mode Collapse issue in Monte Carlo dropout via Ensembles	May 1, 2019	Active LearningGeneral Classification	—Unverified	0
Causal importance of orientation selectivity for generalization in image recognition	May 1, 2019	image-classificationImage Classification	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