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 9201–9225 of 10420 papers

Title	Date	Tasks	Status	Hype
Reversed Active Learning based Atrous DenseNet for Pathological Image Classification	Jul 6, 2018	Active LearningClassification	—Unverified	0
YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos	Jul 6, 2018	BIG-bench Machine LearningDeep Learning	—Unverified	0
TextTopicNet - Self-Supervised Learning of Visual Features Through Embedding Images on Semantic Text Spaces	Jul 4, 2018	image-classificationImage Classification	CodeCode Available	0
Uncorrelated Feature Encoding for Faster Image Style Transfer	Jul 4, 2018	image-classificationImage Classification	—Unverified	0
Selective Deep Convolutional Neural Network for Low Cost Distorted Image Classification	Jul 4, 2018	ClassificationGeneral Classification	—Unverified	0
Neonatal Pain Expression Recognition Using Transfer Learning	Jul 4, 2018	Face RecognitionGeneral Classification	—Unverified	0
Building Damage Annotation on Post-Hurricane Satellite Imagery Based on Convolutional Neural Networks	Jul 4, 2018	Building Damage AssessmentGeneral Classification	CodeCode Available	0
Iterative Attention Mining for Weakly Supervised Thoracic Disease Pattern Localization in Chest X-Rays	Jul 3, 2018	General Classificationimage-classification	—Unverified	0
Elastic Neural Networks: A Scalable Framework for Embedded Computer Vision	Jul 2, 2018	Age EstimationGeneral Classification	—Unverified	0
Classifying neuromorphic data using a deep learning framework for image classification	Jul 2, 2018	BenchmarkingDeep Learning	—Unverified	0
Knowledge-Embedded Representation Learning for Fine-Grained Image Recognition	Jul 2, 2018	Fine-Grained Image ClassificationFine-Grained Image Recognition	—Unverified	0
Deep Residual Network based Automatic Image Grading for Diabetic Macular Edema	Jul 1, 2018	Fovea Detectionimage-classification	CodeCode Available	0
D^2: Decentralized Training over Decentralized Data	Jul 1, 2018	image-classificationImage Classification	—Unverified	0
Learning Longer-term Dependencies in RNNs with Auxiliary Losses	Jul 1, 2018	Document ClassificationGeneral Classification	—Unverified	0
Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information	Jul 1, 2018	Image ClassificationMachine Translation	—Unverified	0
Two Methods for Domain Adaptation of Bilingual Tasks: Delightfully Simple and Broadly Applicable	Jul 1, 2018	Bilingual Lexicon InductionClassification	CodeCode Available	0
Autonomous Deep Learning: A Genetic DCNN Designer for Image Classification	Jul 1, 2018	ClassificationDeep Learning	—Unverified	0
Fractional Wavelet Scattering Network and Applications	Jun 30, 2018	General Classificationimage-classification	—Unverified	0
A Benchmark for Interpretability Methods in Deep Neural Networks	Jun 28, 2018	Feature Importanceimage-classification	CodeCode Available	0
This Looks Like That: Deep Learning for Interpretable Image Recognition	Jun 27, 2018	Deep LearningGeneral Classification	CodeCode Available	1
Understanding Dropout as an Optimization Trick	Jun 26, 2018	image-classificationImage Classification	—Unverified	0
Generating Counterfactual Explanations with Natural Language	Jun 26, 2018	AI AgentClassification	—Unverified	0
Constructing Deep Neural Networks by Bayesian Network Structure Learning	Jun 24, 2018	CPUGeneral Classification	—Unverified	0
DARTS: Differentiable Architecture Search	Jun 24, 2018	General Classificationimage-classification	CodeCode Available	1
Defending Malware Classification Networks Against Adversarial Perturbations with Non-Negative Weight Restrictions	Jun 23, 2018	ClassificationGeneral Classification	—Unverified	0

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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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified