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 1226–1250 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Fast Hierarchical Games for Image Explanations	Apr 13, 2021	image-classificationImage Classification	CodeCode Available	1	5
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification	Mar 23, 2017	General ClassificationHyperspectral Image Classification	CodeCode Available	1	5
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN	May 31, 2023	image-classificationImage Classification	CodeCode Available	1	5
Early-Learning Regularization Prevents Memorization of Noisy Labels	Jun 30, 2020	General ClassificationImage Classification	CodeCode Available	1	5
A Universal Representation Transformer Layer for Few-Shot Image Classification	Jun 21, 2020	ClassificationDomain Generalization	CodeCode Available	1	5
BinaryViT: Pushing Binary Vision Transformers Towards Convolutional Models	Jun 29, 2023	BinarizationImage Classification	CodeCode Available	1	5
A Bregman Learning Framework for Sparse Neural Networks	May 10, 2021	DenoisingImage Classification	CodeCode Available	1	5
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification	Jun 3, 2021	BlockingEfficient ViTs	CodeCode Available	1	5
FCCNs: Fully Complex-valued Convolutional Networks using Complex-valued Color Model and Loss Function	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
Circumventing Outliers of AutoAugment with Knowledge Distillation	Mar 25, 2020	Data AugmentationGeneral Classification	CodeCode Available	1	5
AutoDC: Automated data-centric processing	Nov 23, 2021	AutoMLData Augmentation	CodeCode Available	1	5
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox)	Mar 5, 2020	General ClassificationHyperspectral Image Classification	CodeCode Available	1	5
AutoDiCE: Fully Automated Distributed CNN Inference at the Edge	Jul 20, 2022	Code Generationimage-classification	CodeCode Available	1	5
Class-Aware Contrastive Semi-Supervised Learning	Mar 4, 2022	Image ClassificationPseudo Label	CodeCode Available	1	5
Class-Balanced Loss Based on Effective Number of Samples	Jan 16, 2019	Image ClassificationLong-tail Learning	CodeCode Available	1	5
Class Adaptive Network Calibration	Nov 28, 2022	image-classificationImage Classification	CodeCode Available	1	5
Revisiting the Importance of Amplifying Bias for Debiasing	May 29, 2022	Attributeimage-classification	CodeCode Available	1	5
Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification	Jan 1, 2023	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5
Class-Balanced Distillation for Long-Tailed Visual Recognition	Apr 12, 2021	Image ClassificationKnowledge Distillation	CodeCode Available	1	5
Auto Learning Attention	Dec 1, 2020	GPUimage-classification	CodeCode Available	1	5
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly	May 22, 2021	Bayesian OptimisationBayesian Optimization	CodeCode Available	1	5
Aggregated Residual Transformations for Deep Neural Networks	Nov 16, 2016	Domain GeneralizationGeneral Classification	CodeCode Available	1	5
FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity	Jun 27, 2024	Federated Learningimage-classification	CodeCode Available	1	5
Automated detection of COVID-19 cases from chest X-ray images using deep neural network and XGBoost	Sep 3, 2021	COVID-19 DiagnosisImage Classification	CodeCode Available	1	5
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification	Nov 30, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5

Show:10 25 50

← PrevPage 50 of 417Next →

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