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 9976–10000 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep FisherNet for Object Classification	Jul 31, 2016	ClassificationComputational Efficiency	—Unverified	0
Can a CNN Recognize Catalan Diet?	Jul 29, 2016	Food Recognitionimage-classification	—Unverified	0
Improving Semantic Embedding Consistency by Metric Learning for Zero-Shot Classification	Jul 27, 2016	AttributeGeneral Classification	—Unverified	0
A probabilistic patch based image representation using Conditional Random Field model for image classification	Jul 22, 2016	ClassificationFace Recognition	—Unverified	0
Geometric Neural Phrase Pooling: Modeling the Spatial Co-occurrence of Neurons	Jul 21, 2016	image-classificationImage Classification	—Unverified	0
Information-theoretical label embeddings for large-scale image classification	Jul 19, 2016	ClassificationGeneral Classification	—Unverified	0
Sparse Representation-Based Classification: Orthogonal Least Squares or Orthogonal Matching Pursuit?	Jul 18, 2016	BenchmarkingClassification	—Unverified	0
Spatial Context based Angular Information Preserving Projection for Hyperspectral Image Classification	Jul 15, 2016	ClassificationDimensionality Reduction	—Unverified	0
DSD: Dense-Sparse-Dense Training for Deep Neural Networks	Jul 15, 2016	8kCaption Generation	CodeCode Available	0
Application of Convolutional Neural Network for Image Classification on Pascal VOC Challenge 2012 dataset	Jul 13, 2016	General ClassificationGPU	—Unverified	0
Combining multiple resolutions into hierarchical representations for kernel-based image classification	Jul 9, 2016	ClassificationGeneral Classification	—Unverified	0
Deep CORAL: Correlation Alignment for Deep Domain Adaptation	Jul 6, 2016	Domain AdaptationDomain Generalization	CodeCode Available	1
CUNet: A Compact Unsupervised Network for Image Classification	Jul 6, 2016	ClassificationGeneral Classification	—Unverified	0
A Distributed Deep Representation Learning Model for Big Image Data Classification	Jul 2, 2016	Distributed ComputingGeneral Classification	—Unverified	0
NIST: An Image Classification Network to Image Semantic Retrieval	Jul 2, 2016	ClassificationGeneral Classification	—Unverified	0
Zero-Shot Learning with Multi-Battery Factor Analysis	Jun 30, 2016	image-classificationImage Classification	—Unverified	0
Detection of concealed cars in complex cargo X-ray imagery using Deep Learning	Jun 26, 2016	image-classificationImage Classification	—Unverified	0
Explaining Predictions of Non-Linear Classifiers in NLP	Jun 23, 2016	General Classificationimage-classification	CodeCode Available	1
Multiclass feature learning for hyperspectral image classification: sparse and hierarchical solutions	Jun 23, 2016	ClassificationGeneral Classification	—Unverified	0
Non-convex regularization in remote sensing	Jun 23, 2016	ClassificationGeneral Classification	CodeCode Available	0
Augmenting Supervised Neural Networks with Unsupervised Objectives for Large-scale Image Classification	Jun 21, 2016	General Classificationimage-classification	—Unverified	0
Learning Convolutional Neural Networks using Hybrid Orthogonal Projection and Estimation	Jun 20, 2016	Image Augmentationimage-classification	CodeCode Available	0
Deep Learning for Identifying Metastatic Breast Cancer	Jun 18, 2016	Deep LearningGeneral Classification	CodeCode Available	0
YodaNN: An Architecture for Ultra-Low Power Binary-Weight CNN Acceleration	Jun 17, 2016	General Classificationimage-classification	—Unverified	0
Combining multiscale features for classification of hyperspectral images: a sequence based kernel approach	Jun 15, 2016	Classification Of Hyperspectral ImagesGeneral 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	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