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 4401–4425 of 10420 papers

Title	Date	Tasks	Status	Score
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	CodeCode Available	5
Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis	Dec 6, 2020	ClassificationGeneral Classification	CodeCode Available	5
Constrained Labeling for Weakly Supervised Learning	Sep 15, 2020	image-classificationImage Classification	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
How to Use Dropout Correctly on Residual Networks with Batch Normalization	Feb 13, 2023	ClassificationFine-Grained Image Classification	CodeCode Available	5
I-CEE: Tailoring Explanations of Image Classification Models to User Expertise	Dec 19, 2023	image-classificationImage Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics	May 13, 2024	image-classificationImage Classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	5
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree	Sep 30, 2015	Image Classification	CodeCode Available	5
FooBaR: Fault Fooling Backdoor Attack on Neural Network Training	Sep 23, 2021	Backdoor Attackimage-classification	CodeCode Available	5
High Definition image classification in Geoscience using Machine Learning	Sep 25, 2020	BIG-bench Machine LearningClassification	CodeCode Available	5
High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5
High Performance Offline Handwritten Chinese Character Recognition Using GoogLeNet and Directional Feature Maps	May 19, 2015	image-classificationImage Classification	CodeCode Available	5
Hierarchical Representations for Efficient Architecture Search	Nov 1, 2017	General Classificationimage-classification	CodeCode Available	5
Hierarchically Structured Meta-learning	May 13, 2019	ClusteringContinual Learning	CodeCode Available	5
Sequentially Aggregated Convolutional Networks	Nov 27, 2018	General Classificationimage-classification	CodeCode Available	5
Hierarchical Mask-Enhanced Dual Reconstruction Network for Few-Shot Fine-Grained Image Classification	Jun 25, 2025	Fine-Grained Image Classificationimage-classification	CodeCode Available	5
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging	May 24, 2023	Decision MakingImage Classification	CodeCode Available	5
Hide-and-Seek: A Data Augmentation Technique for Weakly-Supervised Localization and Beyond	Nov 6, 2018	Action LocalizationData Augmentation	CodeCode Available	5
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious Correlations	Aug 19, 2023	ClassificationData Augmentation	CodeCode Available	5
Aggregating Deep Convolutional Features for Image Retrieval	Oct 26, 2015	image-classificationImage Classification	CodeCode Available	5
HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography	Sep 11, 2019	EEGElectroencephalogram (EEG)	CodeCode Available	5
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles	Jun 1, 2023	Action ClassificationAction Recognition	CodeCode Available	5
A Biologically Plausible Learning Rule for Deep Learning in the Brain	Nov 5, 2018	Deep Learningimage-classification	CodeCode Available	5

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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