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 8651–8675 of 10420 papers

Title	Date	Tasks	Status	Hype
Cycle-Consistent Adversarial GAN: the integration of adversarial attack and defense	Apr 12, 2019	Adversarial Attackimage-classification	—Unverified	0
Unrestricted Adversarial Examples via Semantic Manipulation	Apr 12, 2019	ColorizationImage Captioning	CodeCode Available	0
Generating Minimal Adversarial Perturbations with Integrated Adaptive Gradients	Apr 12, 2019	Image Classification	—Unverified	0
A New Loss Function for CNN Classifier Based on Pre-defined Evenly-Distributed Class Centroids	Apr 12, 2019	ClassificationFace Recognition	CodeCode Available	0
An Analysis of Pre-Training on Object Detection	Apr 11, 2019	AvgClassification	—Unverified	0
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution	Apr 10, 2019	Action ClassificationImage Classification	CodeCode Available	0
Active Multi-Kernel Domain Adaptation for Hyperspectral Image Classification	Apr 10, 2019	Active LearningClassification	—Unverified	0
CondConv: Conditionally Parameterized Convolutions for Efficient Inference	Apr 10, 2019	General ClassificationImage Classification	CodeCode Available	0
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations	Apr 10, 2019	image-classificationImage Classification	CodeCode Available	1
Towards Analyzing Semantic Robustness of Deep Neural Networks	Apr 9, 2019	Adversarial AttackAutonomous Driving	CodeCode Available	0
SWNet: Small-World Neural Networks and Rapid Convergence	Apr 9, 2019	General Classificationimage-classification	—Unverified	0
PUNCH: Positive UNlabelled Classification based information retrieval in Hyperspectral images	Apr 9, 2019	ClassificationGeneral Classification	CodeCode Available	0
Automated Search for Configurations of Deep Neural Network Architectures	Apr 9, 2019	image-classificationImage Classification	CodeCode Available	0
A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning	Apr 8, 2019	Face RecognitionImage Classification	CodeCode Available	0
SoDeep: a Sorting Deep net to learn ranking loss surrogates	Apr 8, 2019	image-classificationImage Classification	CodeCode Available	0
WeNet: Weighted Networks for Recurrent Network Architecture Search	Apr 8, 2019	General Classificationimage-classification	—Unverified	0
Simultaneous Spectral-Spatial Feature Selection and Extraction for Hyperspectral Images	Apr 8, 2019	Dimensionality Reductionfeature selection	—Unverified	0
Large Margin Multi-modal Multi-task Feature Extraction for Image Classification	Apr 8, 2019	General Classificationimage-classification	—Unverified	0
Filter Pruning by Switching to Neighboring CNNs with Good Attributes	Apr 8, 2019	Attributeimage-classification	—Unverified	0
Decomposition-Based Transfer Distance Metric Learning for Image Classification	Apr 8, 2019	ClassificationGeneral Classification	—Unverified	0
Multi-view Vector-valued Manifold Regularization for Multi-label Image Classification	Apr 8, 2019	General Classificationimage-classification	—Unverified	0
Improving Image Classification Robustness through Selective CNN-Filters Fine-Tuning	Apr 8, 2019	ClassificationGeneral Classification	—Unverified	0
Multi-View Matrix Completion for Multi-Label Image Classification	Apr 8, 2019	ClassificationGeneral Classification	—Unverified	0
Learning Metrics from Teachers: Compact Networks for Image Embedding	Apr 7, 2019	Face Recognitionimage-classification	CodeCode Available	0
ANTNets: Mobile Convolutional Neural Networks for Resource Efficient Image Classification	Apr 7, 2019	ClassificationGeneral Classification	—Unverified	0

Show:10 25 50

← PrevPage 347 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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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