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 7301–7325 of 10420 papers

Title	Date	Tasks	Status	Hype
COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-19	Jun 19, 2020	Binary ClassificationDiagnostic	—Unverified	0
Feature Interaction Interpretability: A Case for Explaining Ad-Recommendation Systems via Neural Interaction Detection	Jun 19, 2020	BIG-bench Machine Learningimage-classification	CodeCode Available	1
Keep Your AI-es on the Road: Tackling Distracted Driver Detection with Convolutional Neural Networks and Targeted Data Augmentation	Jun 19, 2020	Data Augmentationimage-classification	—Unverified	0
Adaptive feature recombination and recalibration for semantic segmentation with Fully Convolutional Networks	Jun 19, 2020	Brain Tumor Segmentationimage-classification	CodeCode Available	0
Frost filtered scale-invariant feature extraction and multilayer perceptron for hyperspectral image classification	Jun 18, 2020	ClassificationGeneral Classification	—Unverified	0
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function	Jun 18, 2020	General Classificationimage-classification	CodeCode Available	0
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax	Jun 18, 2020	image-classificationImage Classification	CodeCode Available	1
Neural Parameter Allocation Search	Jun 18, 2020	Image ClassificationPhrase Grounding	CodeCode Available	0
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification	Jun 18, 2020	ClassificationGeneral Classification	—Unverified	0
Tent: Fully Test-time Adaptation by Entropy Minimization	Jun 18, 2020	Domain AdaptationGeneral Classification	CodeCode Available	1
Semi-Supervised Recognition under a Noisy and Fine-grained Dataset	Jun 18, 2020	Fine-Grained Image RecognitionImage Classification	—Unverified	0
Sequential Graph Convolutional Network for Active Learning	Jun 18, 2020	Active LearningHand Pose Estimation	CodeCode Available	1
Enhancing Few-Shot Image Classification with Unlabelled Examples	Jun 17, 2020	ClassificationClustering	—Unverified	0
Deep Categorization with Semi-Supervised Self-Organizing Maps	Jun 17, 2020	Clusteringimage-classification	CodeCode Available	0
A block coordinate descent optimizer for classification problems exploiting convexity	Jun 17, 2020	ClassificationGeneral Classification	—Unverified	0
Constraint-Based Regularization of Neural Networks	Jun 17, 2020	image-classificationImage Classification	—Unverified	0
Multi-Subspace Neural Network for Image Recognition	Jun 17, 2020	General Classificationimage-classification	—Unverified	0
LSD-C: Linearly Separable Deep Clusters	Jun 17, 2020	ClusteringData Augmentation	CodeCode Available	1
Using Wavelets and Spectral Methods to Study Patterns in Image-Classification Datasets	Jun 17, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	0
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments	Jun 17, 2020	Contrastive LearningData Augmentation	CodeCode Available	2
Visual and Textual Deep Feature Fusion for Document Image Classification	Jun 16, 2020	Classificationdocument-image-classification	—Unverified	0
COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep Learning	Jun 16, 2020	Decision MakingImage Classification	CodeCode Available	1
A Study of Compositional Generalization in Neural Models	Jun 16, 2020	image-classificationImage Classification	—Unverified	0
Robust Federated Learning: The Case of Affine Distribution Shifts	Jun 16, 2020	Federated Learningimage-classification	—Unverified	0
Improving accuracy and speeding up Document Image Classification through parallel systems	Jun 16, 2020	Document Classificationdocument-image-classification	CodeCode Available	1

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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