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 8376–8400 of 10420 papers

Title	Date	Tasks	Status	Hype
Densely Connected Search Space for More Flexible Neural Architecture Search	Jun 23, 2019	Image ClassificationNeural Architecture Search	CodeCode Available	0
Database Meets Deep Learning: Challenges and Opportunities	Jun 21, 2019	Deep Learningimage-classification	—Unverified	0
Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles	Jun 20, 2019	Aerial Scene ClassificationGeneral Classification	CodeCode Available	1
Understanding More about Human and Machine Attention in Deep Neural Networks	Jun 20, 2019	Fine-Grained Image ClassificationImage Classification	—Unverified	0
Unsupervised Learning of Object Keypoints for Perception and Control	Jun 19, 2019	3D Action Recognitionimage-classification	CodeCode Available	1
The Functional Neural Process	Jun 19, 2019	image-classificationImage Classification	CodeCode Available	0
ViP: Virtual Pooling for Accelerating CNN-based Image Classification and Object Detection	Jun 19, 2019	CPUGeneral Classification	CodeCode Available	0
XNAS: Neural Architecture Search with Expert Advice	Jun 19, 2019	image-classificationImage Classification	CodeCode Available	1
Automatic estimation of heading date of paddy rice using deep learning	Jun 19, 2019	image-classificationImage Classification	—Unverified	0
A simple and effective postprocessing method for image classification	Jun 19, 2019	ClassificationGeneral Classification	—Unverified	0
Cloud-based Image Classification Service Is Not Robust To Simple Transformations: A Forgotten Battlefield	Jun 19, 2019	ClassificationGeneral Classification	—Unverified	0
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes	Jun 18, 2019	Active LearningContinual Learning	CodeCode Available	1
Active Generative Adversarial Network for Image Classification	Jun 17, 2019	Active LearningClassification	—Unverified	0
PolSAR Image Classification based on Polarimetric Scattering Coding and Sparse Support Matrix Machine	Jun 17, 2019	ClassificationGeneral Classification	—Unverified	0
Three-Dimensional Fourier Scattering Transform and Classification of Hyperspectral Images	Jun 17, 2019	Anomaly DetectionClassification	CodeCode Available	0
Mixture separability loss in a deep convolutional network for image classification	Jun 16, 2019	General Classificationimage-classification	—Unverified	0
Equivariant neural networks and equivarification	Jun 16, 2019	General Classificationimage-classification	CodeCode Available	0
SELFIE: Refurbishing Unclean Samples for Robust Deep Learning	Jun 15, 2019	Deep LearningImage Classification	CodeCode Available	0
Fixing the train-test resolution discrepancy	Jun 14, 2019	Data AugmentationFine-Grained Image Classification	CodeCode Available	2
Adversarial Robustness Assessment: Why both L_0 and L_ Attacks Are Necessary	Jun 14, 2019	Adversarial Robustnessimage-classification	CodeCode Available	0
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1
A Signal Propagation Perspective for Pruning Neural Networks at Initialization	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	0
Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation	Jun 14, 2019	Emotion RecognitionImage Classification	—Unverified	0
Deep Learning Development Environment in Virtual Reality	Jun 13, 2019	Data InteractionDeep Learning	CodeCode Available	0
Near-Optimal Glimpse Sequences for Improved Hard Attention Neural Network Training	Jun 13, 2019	Experimental DesignGeneral 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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified