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 2201–2225 of 10420 papers

Title	Date	Tasks	Status	Hype
MobileNetV2: Inverted Residuals and Linear Bottlenecks	Jan 13, 2018	Image ClassificationImage Segmentation	CodeCode Available	1
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation	Dec 7, 2017	Domain Adaptationimage-classification	CodeCode Available	1
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise	Nov 20, 2017	ClassificationGeneral Classification	CodeCode Available	1
Decoupled Weight Decay Regularization	Nov 14, 2017	image-classificationImage Classification	CodeCode Available	1
Dynamic Routing Between Capsules	Oct 26, 2017	Image Classification	CodeCode Available	1
mixup: Beyond Empirical Risk Minimization	Oct 25, 2017	Domain GeneralizationImage Classification	CodeCode Available	1
VisDA: The Visual Domain Adaptation Challenge	Oct 18, 2017	Domain AdaptationGeneral Classification	CodeCode Available	1
Learning to Generalize: Meta-Learning for Domain Generalization	Oct 10, 2017	Domain Generalizationimage-classification	CodeCode Available	1
Robotic Pick-and-Place of Novel Objects in Clutter with Multi-Affordance Grasping and Cross-Domain Image Matching	Oct 3, 2017	image-classificationImage Classification	CodeCode Available	1
Reversible Architectures for Arbitrarily Deep Residual Neural Networks	Sep 12, 2017	Image Classification	CodeCode Available	1
One-Shot Learning for Semantic Segmentation	Sep 11, 2017	General Classificationimage-classification	CodeCode Available	1
Squeeze-and-Excitation Networks	Sep 5, 2017	Image ClassificationObject Detection	CodeCode Available	1
Improved Regularization of Convolutional Neural Networks with Cutout	Aug 15, 2017	Data AugmentationDomain Generalization	CodeCode Available	1
Regularizing and Optimizing LSTM Language Models	Aug 7, 2017	Image ClassificationLanguage Modeling	CodeCode Available	1
Active Learning for Convolutional Neural Networks: A Core-Set Approach	Aug 1, 2017	Active Learningimage-classification	CodeCode Available	1
Wavelet Convolutional Neural Networks for Texture Classification	Jul 24, 2017	ClassificationGeneral Classification	CodeCode Available	1
The iNaturalist Species Classification and Detection Dataset	Jul 20, 2017	General Classificationimage-classification	CodeCode Available	1
The Reversible Residual Network: Backpropagation Without Storing Activations	Jul 14, 2017	General Classificationimage-classification	CodeCode Available	1
Towards Deep Learning Models Resistant to Adversarial Attacks	Jun 19, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	1
Deep Complex Networks	May 27, 2017	Image ClassificationMusic Transcription	CodeCode Available	1
Convolutional Sequence to Sequence Learning	May 8, 2017	Bangla Spelling Error CorrectionCPU	CodeCode Available	1
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases	May 5, 2017	General Classificationimage-classification	CodeCode Available	1
Decision Stream: Cultivating Deep Decision Trees	Apr 25, 2017	Classificationfeature selection	CodeCode Available	1
Sparse Communication for Distributed Gradient Descent	Apr 17, 2017	General Classificationimage-classification	CodeCode Available	1
Multi-Scale Dense Networks for Resource Efficient Image Classification	Mar 29, 2017	General ClassificationHandwritten Mathmatical Expression Recognition	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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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