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 9351–9375 of 10420 papers

Title	Date	Tasks	Status	Hype
DetNet: A Backbone network for Object Detection	Apr 17, 2018	ClassificationGeneral Classification	CodeCode Available	0
Rafiki: Machine Learning as an Analytics Service System	Apr 17, 2018	AutoMLBIG-bench Machine Learning	CodeCode Available	0
ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector	Apr 16, 2018	Adversarial AttackAutonomous Vehicles	CodeCode Available	0
SparseNet: A Sparse DenseNet for Image Classification	Apr 15, 2018	ClassificationGeneral Classification	—Unverified	0
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available	0
Adversarial Alignment of Class Prediction Uncertainties for Domain Adaptation	Apr 12, 2018	Domain Adaptationimage-classification	—Unverified	0
Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs	Apr 12, 2018	General Classificationimage-classification	—Unverified	0
Deep Learning For Computer Vision Tasks: A review	Apr 11, 2018	Deep LearningGeneral Classification	—Unverified	0
Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification	Apr 10, 2018	General ClassificationGenerative Adversarial Network	—Unverified	0
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers	Apr 10, 2018	Image ClassificationNetwork Pruning	CodeCode Available	0
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks	Apr 9, 2018	General Classificationimage-classification	—Unverified	0
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications	Apr 9, 2018	CPUGPU	CodeCode Available	0
AMNet: Memorability Estimation with Attention	Apr 9, 2018	General Classificationimage-classification	CodeCode Available	0
Ordinal Pooling Networks: For Preserving Information over Shrinking Feature Maps	Apr 8, 2018	image-classificationImage Classification	CodeCode Available	0
Learn To Pay Attention	Apr 6, 2018	Adversarial AttackGeneral Classification	CodeCode Available	0
Self-supervised Learning of Geometrically Stable Features Through Probabilistic Introspection	Apr 4, 2018	image-classificationImage Classification	—Unverified	0
The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic	Apr 4, 2018	Image ClassificationUnity	CodeCode Available	0
Multi-Scale Spatially-Asymmetric Recalibration for Image Classification	Apr 3, 2018	ClassificationGeneral Classification	—Unverified	0
The Structure Transfer Machine Theory and Applications	Apr 1, 2018	image-classificationImage Classification	CodeCode Available	0
In-depth Question classification using Convolutional Neural Networks	Mar 31, 2018	ClassificationGeneral Classification	—Unverified	0
Compare and Contrast: Learning Prominent Visual Differences	Mar 31, 2018	AttributeImage Classification	—Unverified	0
Class Subset Selection for Transfer Learning using Submodularity	Mar 30, 2018	image-classificationImage Classification	—Unverified	0
Joint Optimization Framework for Learning with Noisy Labels	Mar 30, 2018	General Classificationimage-classification	CodeCode Available	0
Parallel Grid Pooling for Data Augmentation	Mar 30, 2018	Data AugmentationGeneral Classification	CodeCode Available	0

Show:10 25 50

← PrevPage 375 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	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