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 8526–8550 of 10420 papers

Title	Date	Tasks	Status
On the performance of residual block design alternatives in convolutional neural networks for end-to-end audio classification	Jun 26, 2019	Audio ClassificationClassification	—Unverified
Active Learning Solution on Distributed Edge Computing	Jun 25, 2019	Active LearningEdge-computing	—Unverified
AGAN: Towards Automated Design of Generative Adversarial Networks	Jun 25, 2019	image-classificationImage Classification	—Unverified
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning	Jun 25, 2019	image-classificationImage Classification	CodeCode Available
Mixup of Feature Maps in a Hidden Layer for Training of Convolutional Neural Network	Jun 24, 2019	Data Augmentationimage-classification	—Unverified
Posterior-Guided Neural Architecture Search	Jun 23, 2019	GPUimage-classification	CodeCode Available
Densely Connected Search Space for More Flexible Neural Architecture Search	Jun 23, 2019	Image ClassificationNeural Architecture Search	CodeCode Available
Database Meets Deep Learning: Challenges and Opportunities	Jun 21, 2019	Deep Learningimage-classification	—Unverified
Understanding More about Human and Machine Attention in Deep Neural Networks	Jun 20, 2019	Fine-Grained Image ClassificationImage Classification	—Unverified
Automatic estimation of heading date of paddy rice using deep learning	Jun 19, 2019	image-classificationImage Classification	—Unverified
A simple and effective postprocessing method for image classification	Jun 19, 2019	ClassificationGeneral Classification	—Unverified
Cloud-based Image Classification Service Is Not Robust To Simple Transformations: A Forgotten Battlefield	Jun 19, 2019	ClassificationGeneral Classification	—Unverified
ViP: Virtual Pooling for Accelerating CNN-based Image Classification and Object Detection	Jun 19, 2019	CPUGeneral Classification	CodeCode Available
The Functional Neural Process	Jun 19, 2019	image-classificationImage Classification	CodeCode Available
Three-Dimensional Fourier Scattering Transform and Classification of Hyperspectral Images	Jun 17, 2019	Anomaly DetectionClassification	CodeCode Available
PolSAR Image Classification based on Polarimetric Scattering Coding and Sparse Support Matrix Machine	Jun 17, 2019	ClassificationGeneral Classification	—Unverified
Active Generative Adversarial Network for Image Classification	Jun 17, 2019	Active LearningClassification	—Unverified
Equivariant neural networks and equivarification	Jun 16, 2019	General Classificationimage-classification	CodeCode Available
Mixture separability loss in a deep convolutional network for image classification	Jun 16, 2019	General Classificationimage-classification	—Unverified
SELFIE: Refurbishing Unclean Samples for Robust Deep Learning	Jun 15, 2019	Deep LearningImage Classification	CodeCode Available
Adversarial Robustness Assessment: Why both L_0 and L_ Attacks Are Necessary	Jun 14, 2019	Adversarial Robustnessimage-classification	CodeCode Available
Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation	Jun 14, 2019	Emotion RecognitionImage Classification	—Unverified
A Signal Propagation Perspective for Pruning Neural Networks at Initialization	Jun 14, 2019	image-classificationImage Classification	CodeCode Available
Near-Optimal Glimpse Sequences for Improved Hard Attention Neural Network Training	Jun 13, 2019	Experimental DesignGeneral Classification	—Unverified
Deep Learning Development Environment in Virtual Reality	Jun 13, 2019	Data InteractionDeep Learning	CodeCode Available

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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