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 9426–9450 of 10420 papers

Title	Date	Tasks	Status	Hype
Wide Compression: Tensor Ring Nets	Feb 25, 2018	image-classificationImage Classification	—Unverified	0
A Twofold Siamese Network for Real-Time Object Tracking	Feb 24, 2018	image-classificationImage Classification	CodeCode Available	0
Convolutional Neural Networks combined with Runge-Kutta Methods	Feb 24, 2018	Image Classification	CodeCode Available	0
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction	Feb 23, 2018	image-classificationImage Classification	CodeCode Available	0
Sensitivity and Generalization in Neural Networks: an Empirical Study	Feb 23, 2018	Data Augmentationimage-classification	—Unverified	0
Predicting Natural Hazards with Neuronal Networks	Feb 21, 2018	General Classificationimage-classification	—Unverified	0
Learning Image Conditioned Label Space for Multilabel Classification	Feb 21, 2018	ClassificationGeneral Classification	—Unverified	0
Discriminative Label Consistent Domain Adaptation	Feb 21, 2018	Domain Adaptationimage-classification	—Unverified	0
Collaboratively Weighting Deep and Classic Representation via L2 Regularization for Image Classification	Feb 21, 2018	ClassificationGeneral Classification	CodeCode Available	0
ViS-HuD: Using Visual Saliency to Improve Human Detection with Convolutional Neural Networks	Feb 21, 2018	Human Detectionimage-classification	—Unverified	0
Unsupervised Band Selection of Hyperspectral Images via Multi-dictionary Sparse Representation	Feb 20, 2018	Dictionary LearningGeneral Classification	—Unverified	0
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available	0
Weighted Linear Discriminant Analysis based on Class Saliency Information	Feb 19, 2018	General Classificationimage-classification	—Unverified	0
Structured Label Inference for Visual Understanding	Feb 18, 2018	Action DetectionGeneral Classification	CodeCode Available	0
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet	Feb 17, 2018	Image Classification	CodeCode Available	0
CapsuleGAN: Generative Adversarial Capsule Network	Feb 17, 2018	General ClassificationGenerative Adversarial Network	CodeCode Available	0
ASP:A Fast Adversarial Attack Example Generation Framework based on Adversarial Saliency Prediction	Feb 15, 2018	Adversarial Attackimage-classification	—Unverified	0
Deep Predictive Coding Network for Object Recognition	Feb 13, 2018	image-classificationImage Classification	—Unverified	0
DCFNet: Deep Neural Network with Decomposed Convolutional Filters	Feb 12, 2018	General Classificationimage-classification	CodeCode Available	0
Generative Adversarial Networks and Probabilistic Graph Models for Hyperspectral Image Classification	Feb 10, 2018	ClassificationGeneral Classification	—Unverified	0
Deep Visual Domain Adaptation: A Survey	Feb 10, 2018	Domain AdaptationFace Recognition	—Unverified	0
Combinets: Creativity via Recombination of Neural Networks	Feb 10, 2018	General Classificationimage-classification	—Unverified	0
Batch Kalman Normalization: Towards Training Deep Neural Networks with Micro-Batches	Feb 9, 2018	image-classificationImage Classification	—Unverified	0
Generating Triples with Adversarial Networks for Scene Graph Construction	Feb 7, 2018	Attributegraph construction	—Unverified	0
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	Feb 7, 2018	DecoderImage Classification	CodeCode Available	1

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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