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 8351–8375 of 10420 papers

Title	Date	Tasks	Status	Hype
Invariant Risk Minimization	Jul 5, 2019	Domain GeneralizationImage Classification	CodeCode Available	1
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	Jul 5, 2019	image-classificationImage Classification	CodeCode Available	0
Multi-Instance Multi-Scale CNN for Medical Image Classification	Jul 4, 2019	ClassificationGeneral Classification	—Unverified	0
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search	Jul 3, 2019	FairnessImage Classification	CodeCode Available	0
Applying Transfer Learning To Deep Learned Models For EEG Analysis	Jul 2, 2019	Deep LearningEEG	—Unverified	0
Low-Rank Subspace Override for Unsupervised Domain Adaptation	Jul 2, 2019	DescriptiveDomain Adaptation	CodeCode Available	0
An Automated Ensemble Learning Framework Using Genetic Programming for Image Classification	Jul 1, 2019	ClassificationDiversity	CodeCode Available	0
Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency	Jul 1, 2019	Adversarial AttackClassification	CodeCode Available	0
Learning to aggregate feature representations	Jul 1, 2019	General Classificationimage-classification	—Unverified	0
Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization	Jul 1, 2019	AutoMLGPU	CodeCode Available	0
Towards fully automated post-event data collection and analysis: pre-event and post-event information fusion	Jun 30, 2019	image-classificationImage Classification	—Unverified	0
Learning to Find Correlated Features by Maximizing Information Flow in Convolutional Neural Networks	Jun 30, 2019	ClassificationGeneral Classification	—Unverified	0
Fooling a Real Car with Adversarial Traffic Signs	Jun 30, 2019	image-classificationImage Classification	—Unverified	0
Unsupervised predictive coding models may explain visual brain representation	Jun 30, 2019	image-classificationImage Classification	CodeCode Available	0
Learning from Web Data with Self-Organizing Memory Module	Jun 28, 2019	Image Classification	—Unverified	0
On the notion of number in humans and machines	Jun 27, 2019	General Classificationimage-classification	CodeCode Available	0
Convolution Based Spectral Partitioning Architecture for Hyperspectral Image Classification	Jun 27, 2019	ClassificationGeneral Classification	CodeCode Available	0
On the performance of residual block design alternatives in convolutional neural networks for end-to-end audio classification	Jun 26, 2019	Audio ClassificationClassification	—Unverified	0
One Size Does Not Fit All: Quantifying and Exposing the Accuracy-Latency Trade-off in Machine Learning Cloud Service APIs via Tolerance Tiers	Jun 26, 2019	AllAutomatic Speech Recognition	—Unverified	0
Learning Data Augmentation Strategies for Object Detection	Jun 26, 2019	Data AugmentationImage Augmentation	CodeCode Available	1
AGAN: Towards Automated Design of Generative Adversarial Networks	Jun 25, 2019	image-classificationImage Classification	—Unverified	0
Active Learning Solution on Distributed Edge Computing	Jun 25, 2019	Active LearningEdge-computing	—Unverified	0
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning	Jun 25, 2019	image-classificationImage Classification	CodeCode Available	0
Mixup of Feature Maps in a Hidden Layer for Training of Convolutional Neural Network	Jun 24, 2019	Data Augmentationimage-classification	—Unverified	0
Posterior-Guided Neural Architecture Search	Jun 23, 2019	GPUimage-classification	CodeCode Available	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	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