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 7576–7600 of 10420 papers

Title	Date	Tasks	Status	Hype
Neural Architecture Search for Lightweight Non-Local Networks	Apr 4, 2020	GPUImage Classification	CodeCode Available	1
Group Based Deep Shared Feature Learning for Fine-grained Image Classification	Apr 4, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
ObjectNet Dataset: Reanalysis and Correction	Apr 4, 2020	Data AugmentationImage Classification	CodeCode Available	1
Generative Adversarial Networks Based on Collaborative Learning and Attention Mechanism for Hyperspectral Image Classification	Apr 3, 2020	Few-Shot Image ClassificationGenerative Adversarial Network	—Unverified	0
Gradient Centralization: A New Optimization Technique for Deep Neural Networks	Apr 3, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Hierarchical Image Classification using Entailment Cone Embeddings	Apr 2, 2020	ClassificationGeneral Classification	CodeCode Available	1
Predicting the outputs of finite deep neural networks trained with noisy gradients	Apr 2, 2020	Gaussian Processesimage-classification	—Unverified	0
Learning Sparse & Ternary Neural Networks with Entropy-Constrained Trained Ternarization (EC2T)	Apr 2, 2020	image-classificationImage Classification	CodeCode Available	0
Learning Representations For Images With Hierarchical Labels	Apr 2, 2020	General Classificationimage-classification	CodeCode Available	1
In Automation We Trust: Investigating the Role of Uncertainty in Active Learning Systems	Apr 2, 2020	Active LearningClassification	—Unverified	0
Controllable Orthogonalization in Training DNNs	Apr 2, 2020	image-classificationImage Classification	CodeCode Available	1
Adversarial Learning for Personalized Tag Recommendation	Apr 1, 2020	General Classificationimage-classification	CodeCode Available	0
Editable Neural Networks	Apr 1, 2020	Face IdentificationGeneral Classification	CodeCode Available	1
Improving Deep Hyperspectral Image Classification Performance with Spectral Unmixing	Apr 1, 2020	ClassificationGeneral Classification	—Unverified	0
Binary Neural Networks: A Survey	Mar 31, 2020	Binarizationimage-classification	CodeCode Available	2
UniformAugment: A Search-free Probabilistic Data Augmentation Approach	Mar 31, 2020	Data AugmentationGPU	CodeCode Available	1
Regularizing Class-wise Predictions via Self-knowledge Distillation	Mar 31, 2020	image-classificationImage Classification	CodeCode Available	1
MUXConv: Information Multiplexing in Convolutional Neural Networks	Mar 31, 2020	Computational EfficiencyImage Classification	CodeCode Available	1
Generative Latent Implicit Conditional Optimization when Learning from Small Sample	Mar 31, 2020	Conditional Image GenerationData Augmentation	CodeCode Available	1
Incremental Learning In Online Scenario	Mar 30, 2020	image-classificationImage Classification	—Unverified	0
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1
Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets	Mar 30, 2020	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
DHP: Differentiable Meta Pruning via HyperNetworks	Mar 30, 2020	AutoMLDenoising	CodeCode Available	1
Designing Network Design Spaces	Mar 30, 2020	Image ClassificationOut-of-Distribution Generalization	CodeCode Available	1
Improved Gradient based Adversarial Attacks for Quantized Networks	Mar 30, 2020	image-classificationImage Classification	CodeCode Available	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