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 8401–8425 of 10420 papers

Title	Date	Tasks	Status	Hype
The iMaterialist Fashion Attribute Dataset	Jun 13, 2019	AttributeGeneral Classification	CodeCode Available	0
Manifold Graph with Learned Prototypes for Semi-Supervised Image Classification	Jun 12, 2019	ClassificationGeneral Classification	—Unverified	0
Pay Attention to Convolution Filters: Towards Fast and Accurate Fine-Grained Transfer Learning	Jun 12, 2019	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Presence-Only Geographical Priors for Fine-Grained Image Classification	Jun 12, 2019	ClassificationFine-Grained Image Classification	CodeCode Available	1
Continual and Multi-Task Architecture Search	Jun 12, 2019	Continual LearningGeneral Classification	CodeCode Available	0
Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes	Jun 12, 2019	Activity RecognitionAudio Classification	CodeCode Available	0
Indoor image representation by high-level semantic features	Jun 12, 2019	General Classificationimage-classification	—Unverified	0
Band Attention Convolutional Networks For Hyperspectral Image Classification	Jun 11, 2019	ClassificationDeep Learning	—Unverified	0
Simultaneously Learning Architectures and Features of Deep Neural Networks	Jun 11, 2019	Audio ClassificationClassification	—Unverified	0
Weight Agnostic Neural Networks	Jun 11, 2019	Car RacingImage Classification	CodeCode Available	0
Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition	Jun 11, 2019	Action RecognitionFew-Shot Image Classification	—Unverified	0
Zero-Shot Image Classification Using Coupled Dictionary Embedding	Jun 10, 2019	AttributeClassification	—Unverified	0
SymNet: Symmetrical Filters in Convolutional Neural Networks	Jun 10, 2019	image-classificationImage Classification	—Unverified	0
CNN depth analysis with different channel inputs for Acoustic Scene Classification	Jun 10, 2019	Acoustic Scene ClassificationAudio Classification	—Unverified	0
BDNet: Bengali Handwritten Numeral Digit Recognition based on Densely connected Convolutional Neural Networks	Jun 10, 2019	General ClassificationHandwritten Digit Recognition	CodeCode Available	0
A Closed-Form Learned Pooling for Deep Classification Networks	Jun 10, 2019	ClassificationForm	—Unverified	0
A Preliminary Study on Data Augmentation of Deep Learning for Image Classification	Jun 9, 2019	Data AugmentationDeep Learning	—Unverified	0
Pixel DAG-Recurrent Neural Network for Spectral-Spatial Hyperspectral Image Classification	Jun 9, 2019	ClassificationGeneral Classification	—Unverified	0
Semi-supervised Complex-valued GAN for Polarimetric SAR Image Classification	Jun 9, 2019	ClassificationGeneral Classification	—Unverified	0
A New Compensatory Genetic Algorithm-Based Method for Effective Compressed Multi-function Convolutional Neural Network Model Selection with Multi-Objective Optimization	Jun 8, 2019	ClassificationGeneral Classification	—Unverified	0
DiCENet: Dimension-wise Convolutions for Efficient Networks	Jun 8, 2019	image-classificationImage Classification	CodeCode Available	0
Using learned optimizers to make models robust to input noise	Jun 8, 2019	General Classificationimage-classification	—Unverified	0
Outlier Exposure with Confidence Control for Out-of-Distribution Detection	Jun 8, 2019	Anomaly DetectionClassification	CodeCode Available	0
Cell image classification: a comparative overview	Jun 7, 2019	Classificationimage-classification	CodeCode Available	0
TensorNetwork for Machine Learning	Jun 7, 2019	BIG-bench Machine LearningCPU	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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified