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 10126–10150 of 10420 papers

Title	Date	Tasks	Status	Hype
FireCaffe: near-linear acceleration of deep neural network training on compute clusters	Oct 31, 2015	GPUImage Classification	—Unverified	0
Spiking Deep Networks with LIF Neurons	Oct 29, 2015	General Classificationimage-classification	CodeCode Available	0
Aggregating Deep Convolutional Features for Image Retrieval	Oct 26, 2015	image-classificationImage Classification	CodeCode Available	0
How Important is Weight Symmetry in Backpropagation?	Oct 17, 2015	Handwritten Digit RecognitionImage Classification	CodeCode Available	1
Layer-Specific Adaptive Learning Rates for Deep Networks	Oct 15, 2015	image-classificationImage Classification	—Unverified	0
Deep convolutional neural networks for pedestrian detection	Oct 13, 2015	image-classificationImage Classification	CodeCode Available	0
DeepLogo: Hitting Logo Recognition with the Deep Neural Network Hammer	Oct 7, 2015	2D Object DetectionImage Classification	—Unverified	0
Active Transfer Learning with Zero-Shot Priors: Reusing Past Datasets for Future Tasks	Oct 6, 2015	Active LearningGeneral Classification	—Unverified	0
Relaxed Multiple-Instance SVM with Application to Object Discovery	Oct 5, 2015	General Classificationimage-classification	—Unverified	0
Cross-convolutional-layer Pooling for Image Recognition	Oct 4, 2015	General Classificationimage-classification	—Unverified	0
Human Action Recognition using Factorized Spatio-Temporal Convolutional Networks	Oct 2, 2015	Action Recognitionimage-classification	—Unverified	0
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree	Sep 30, 2015	Image Classification	CodeCode Available	0
Mapping Generative Models onto a Network of Digital Spiking Neurons	Sep 24, 2015	image-classificationImage Classification	—Unverified	0
Learning Wake-Sleep Recurrent Attention Models	Sep 22, 2015	Caption GenerationComputational Efficiency	—Unverified	0
Tensorizing Neural Networks	Sep 22, 2015	Image Classification	CodeCode Available	0
Evaluating the visualization of what a Deep Neural Network has learned	Sep 21, 2015	ClassificationGeneral Classification	CodeCode Available	1
Medical Image Classification via SVM using LBP Features from Saliency-Based Folded Data	Sep 15, 2015	ClassificationGeneral Classification	—Unverified	0
Model Accuracy and Runtime Tradeoff in Distributed Deep Learning:A Systematic Study	Sep 14, 2015	Distributed Computingimage-classification	CodeCode Available	0
Learning Contextual Dependencies with Convolutional Hierarchical Recurrent Neural Networks	Sep 13, 2015	General Classificationimage-classification	—Unverified	0
DeepSat - A Learning framework for Satellite Imagery	Sep 11, 2015	ClassificationDenoising	CodeCode Available	0
Deep Attributes from Context-Aware Regional Neural Codes	Sep 8, 2015	AttributeGeneral Classification	—Unverified	0
Image Classification with Rejection using Contextual Information	Sep 3, 2015	ClassificationGeneral Classification	—Unverified	0
Computational Integration of Human Vision and Natural Language through Bitext Alignment	Sep 1, 2015	Image ClassificationMachine Translation	—Unverified	0
Exemplar Based Deep Discriminative and Shareable Feature Learning for Scene Image Classification	Aug 21, 2015	General Classificationimage-classification	—Unverified	0
Fisher Vectors Meet Neural Networks: A Hybrid Classification Architecture	Aug 15, 2015	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	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