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 4376–4400 of 10420 papers

Title	Date	Tasks	Status	Score
How Do Training Methods Influence the Utilization of Vision Models?	Oct 18, 2024	Image Classification	CodeCode Available	5
Why Random Pruning Is All We Need to Start Sparse	Oct 5, 2022	AllImage Classification	CodeCode Available	5
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means Features	Nov 18, 2019	ClusteringData Augmentation	CodeCode Available	5
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification	Dec 21, 2024	image-classificationImage Classification	CodeCode Available	5
Contrastive Learning for OOD in Object detection	Aug 12, 2022	Contrastive Learningimage-classification	CodeCode Available	5
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels	Oct 17, 2022	Histopathological Image Classificationimage-classification	CodeCode Available	5
Contrastive Learning for Predicting Cancer Prognosis Using Gene Expression Values	Jun 9, 2023	Contrastive Learningimage-classification	CodeCode Available	5
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	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
Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks	Nov 17, 2020	General ClassificationImage Classification	CodeCode Available	5
Forced Spatial Attention for Driver Foot Activity Classification	Jul 27, 2019	ClassificationGeneral Classification	CodeCode Available	5
Ablation study of self-supervised learning for image classification	Dec 4, 2021	Classificationimage-classification	CodeCode Available	5
General Greedy De-bias Learning	Dec 20, 2021	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
Histogram Layers for Neural Engineered Features	Mar 25, 2024	image-classificationImage Classification	CodeCode Available	5
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image Classifiers	Mar 13, 2024	image-classificationImage Classification	CodeCode Available	5
ForAug: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation	Mar 12, 2025	Data Augmentationimage-classification	CodeCode Available	5
Assessing Sample Quality via the Latent Space of Generative Models	Jul 21, 2024	Few-Shot Image Classificationimage-classification	CodeCode Available	5
Improving the Gating Mechanism of Recurrent Neural Networks	Oct 22, 2019	image-classificationImage Classification	CodeCode Available	5
Assessing The Impact of CNN Auto Encoder-Based Image Denoising on Image Classification Tasks	Apr 16, 2024	Binary ClassificationClassification	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
Constrained Linear Data-feature Mapping for Image Classification	Nov 23, 2019	ClassificationGeneral Classification	CodeCode Available	5
Food Image Recognition by Using Convolutional Neural Networks (CNNs)	Dec 3, 2016	Data AugmentationGeneral 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

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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