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 8651–8675 of 10420 papers

Title	Date	Tasks	Status
Why do These Match? Explaining the Behavior of Image Similarity Models	May 26, 2019	AttributeGeneral Classification	CodeCode Available
SuperCaptioning: Image Captioning Using Two-dimensional Word Embedding	May 25, 2019	ClassificationGeneral Classification	—Unverified
Cold Case: The Lost MNIST Digits	May 25, 2019	AttributeImage Classification	CodeCode Available
Adversarial Distillation for Ordered Top-k Attacks	May 25, 2019	image-classificationImage Classification	—Unverified
Bivariate Beta-LSTM	May 25, 2019	Caption GenerationDensity Estimation	CodeCode Available
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks	May 24, 2019	image-classificationImage Classification	CodeCode Available
Fully Hyperbolic Convolutional Neural Networks	May 24, 2019	Depth EstimationGeneral Classification	—Unverified
On the Learning Dynamics of Two-layer Nonlinear Convolutional Neural Networks	May 24, 2019	image-classificationImage Classification	—Unverified
Semi-supervised GAN for Classification of Multispectral Imagery Acquired by UAVs	May 24, 2019	ClassificationGeneral Classification	—Unverified
FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks	May 24, 2019	Image ClassificationObject Detection	CodeCode Available
Tucker Decomposition Network: Expressive Power and Comparison	May 23, 2019	General Classificationimage-classification	—Unverified
Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks	May 23, 2019	Image ClassificationObject Detection	CodeCode Available
The Convolutional Tsetlin Machine	May 23, 2019	Image Classification	CodeCode Available
A Direct Approach to Robust Deep Learning Using Adversarial Networks	May 23, 2019	Deep LearningGeneral Classification	CodeCode Available
Multi-Sample Dropout for Accelerated Training and Better Generalization	May 23, 2019	image-classificationImage Classification	CodeCode Available
Fine-grained Optimization of Deep Neural Networks	May 22, 2019	image-classificationImage Classification	CodeCode Available
Dual Active Sampling on Batch-Incremental Active Learning	May 22, 2019	Active Learningimage-classification	CodeCode Available
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis	May 22, 2019	General ClassificationImage Classification	—Unverified
Augmenting Data with Mixup for Sentence Classification: An Empirical Study	May 22, 2019	ClassificationData Augmentation	CodeCode Available
Segmentation-Aware Hyperspectral Image Classification	May 22, 2019	ClassificationGeneral Classification	—Unverified
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search	May 21, 2019	image-classificationImage Classification	CodeCode Available
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures	May 21, 2019	image-classificationImage Classification	—Unverified
DARC: Differentiable ARchitecture Compression	May 20, 2019	image-classificationImage Classification	—Unverified
Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images	May 20, 2019	Cancer ClassificationGeneral Classification	—Unverified
Testing DNN Image Classifiers for Confusion & Bias Errors	May 20, 2019	AvgDNN Testing	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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified