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 9426–9450 of 10420 papers

Title	Date	Tasks	Status
ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector	Apr 16, 2018	Adversarial AttackAutonomous Vehicles	CodeCode Available
SparseNet: A Sparse DenseNet for Image Classification	Apr 15, 2018	ClassificationGeneral Classification	—Unverified
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available
Adversarial Alignment of Class Prediction Uncertainties for Domain Adaptation	Apr 12, 2018	Domain Adaptationimage-classification	—Unverified
Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs	Apr 12, 2018	General Classificationimage-classification	—Unverified
Deep Learning For Computer Vision Tasks: A review	Apr 11, 2018	Deep LearningGeneral Classification	—Unverified
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers	Apr 10, 2018	Image ClassificationNetwork Pruning	CodeCode Available
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
AMNet: Memorability Estimation with Attention	Apr 9, 2018	General Classificationimage-classification	CodeCode Available
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications	Apr 9, 2018	CPUGPU	CodeCode Available
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks	Apr 9, 2018	General Classificationimage-classification	—Unverified
Ordinal Pooling Networks: For Preserving Information over Shrinking Feature Maps	Apr 8, 2018	image-classificationImage Classification	CodeCode Available
Learn To Pay Attention	Apr 6, 2018	Adversarial AttackGeneral Classification	CodeCode Available
The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic	Apr 4, 2018	Image ClassificationUnity	CodeCode Available
Self-supervised Learning of Geometrically Stable Features Through Probabilistic Introspection	Apr 4, 2018	image-classificationImage Classification	—Unverified
Multi-Scale Spatially-Asymmetric Recalibration for Image Classification	Apr 3, 2018	ClassificationGeneral Classification	—Unverified
The Structure Transfer Machine Theory and Applications	Apr 1, 2018	image-classificationImage Classification	CodeCode Available
In-depth Question classification using Convolutional Neural Networks	Mar 31, 2018	ClassificationGeneral Classification	—Unverified
Compare and Contrast: Learning Prominent Visual Differences	Mar 31, 2018	AttributeImage Classification	—Unverified
Joint Optimization Framework for Learning with Noisy Labels	Mar 30, 2018	General Classificationimage-classification	CodeCode Available
Parallel Grid Pooling for Data Augmentation	Mar 30, 2018	Data AugmentationGeneral Classification	CodeCode Available
Hierarchical Transfer Convolutional Neural Networks for Image Classification	Mar 30, 2018	ClassificationGeneral Classification	—Unverified
Class Subset Selection for Transfer Learning using Submodularity	Mar 30, 2018	image-classificationImage Classification	—Unverified
Fast Parametric Learning with Activation Memorization	Mar 27, 2018	Articlesimage-classification	—Unverified
Canonical Correlation Analysis of Datasets with a Common Source Graph	Mar 27, 2018	ClusteringDimensionality Reduction	—Unverified

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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