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 8076–8100 of 10420 papers

Title	Date	Tasks	Status
TopoAct: Visually Exploring the Shape of Activations in Deep Learning	Dec 13, 2019	Anomaly DetectionDeep Learning	CodeCode Available
Towards Partial Supervision for Generic Object Counting in Natural Scenes	Dec 13, 2019	image-classificationImage Classification	CodeCode Available
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available
Parting with Illusions about Deep Active Learning	Dec 11, 2019	Active LearningData Augmentation	—Unverified
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationDeep Learning	—Unverified
Label Consistent Transform Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationGeneral Classification	—Unverified
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage Segmentation	—Unverified
Row-Sparse Discriminative Deep Dictionary Learning for Hyperspectral Image Classification	Dec 11, 2019	ClassificationDictionary Learning	—Unverified
Associative Alignment for Few-shot Image Classification	Dec 11, 2019	ClassificationDomain Adaptation	CodeCode Available
Feature Losses for Adversarial Robustness	Dec 10, 2019	Adversarial RobustnessDenoising	—Unverified
Arithmetic addition of two integers by deep image classification networks: experiments to quantify their autonomous reasoning ability	Dec 10, 2019	General Classificationimage-classification	CodeCode Available
Appending Adversarial Frames for Universal Video Attack	Dec 10, 2019	ClassificationGeneral Classification	—Unverified
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization	Dec 10, 2019	Image ClassificationInstance Segmentation	CodeCode Available
Deep Adaptive Wavelet Network	Dec 10, 2019	image-classificationImage Classification	CodeCode Available
Scalable Fine-grained Generated Image Classification Based on Deep Metric Learning	Dec 10, 2019	General Classificationimage-classification	—Unverified
Selective Synthetic Augmentation with Quality Assurance	Dec 9, 2019	ClassificationData Augmentation	—Unverified
Naive Gabor Networks for Hyperspectral Image Classification	Dec 9, 2019	ClassificationGeneral Classification	—Unverified
Meta-Learning without Memorization	Dec 9, 2019	Few-Shot Image Classificationimage-classification	CodeCode Available
Learning Disentangled Representations via Mutual Information Estimation	Dec 9, 2019	DisentanglementGeneral Classification	CodeCode Available
Principal Component Properties of Adversarial Samples	Dec 7, 2019	image-classificationImage Classification	—Unverified
Dynamic Convolution: Attention over Convolution Kernels	Dec 7, 2019	Image ClassificationKeypoint Detection	CodeCode Available
An Empirical Study on the Relation between Network Interpretability and Adversarial Robustness	Dec 7, 2019	Adversarial RobustnessImage Classification	CodeCode Available
Improved Few-Shot Visual Classification	Dec 7, 2019	ClassificationFew-Shot Image Classification	—Unverified
Sampling-Free Learning of Bayesian Quantized Neural Networks	Dec 6, 2019	image-classificationImage Classification	—Unverified
ClusterFit: Improving Generalization of Visual Representations	Dec 6, 2019	Action ClassificationClustering	CodeCode Available

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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