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 2326–2350 of 10420 papers

Title	Date	Tasks	Status	Score
Comparative Evaluation of Clustered Federated Learning Methods	Oct 18, 2024	Federated Learningimage-classification	CodeCode Available	5
A Group-Theoretic Framework for Data Augmentation	Jul 25, 2019	Data AugmentationImage Classification	CodeCode Available	5
Invariant backpropagation: how to train a transformation-invariant neural network	Feb 16, 2015	ClassificationData Augmentation	CodeCode Available	5
Investigation of Federated Learning Algorithms for Retinal Optical Coherence Tomography Image Classification with Statistical Heterogeneity	Feb 15, 2024	Federated Learningimage-classification	CodeCode Available	5
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation	Jul 13, 2022	image-classificationImage Classification	CodeCode Available	5
Lacunarity Pooling Layers for Plant Image Classification using Texture Analysis	Apr 25, 2024	image-classificationImage Classification	CodeCode Available	5
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification	Feb 12, 2024	image-classificationImage Classification	CodeCode Available	5
Interpretable Network Visualizations: A Human-in-the-Loop Approach for Post-hoc Explainability of CNN-based Image Classification	May 6, 2024	image-classificationImage Classification	CodeCode Available	5
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks	May 28, 2019	CPUimage-classification	CodeCode Available	5
Compact Global Descriptor for Neural Networks	Jul 23, 2019	Audio ClassificationDeep Attention	CodeCode Available	5
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	Classificationimage-classification	CodeCode Available	5
A Dynamic Reduction Network for Point Clouds	Mar 18, 2020	ClusteringGeneral Classification	CodeCode Available	5
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification	Oct 6, 2024	ClassificationDomain Generalization	CodeCode Available	5
Compact Bilinear Pooling	Nov 19, 2015	Face RecognitionFew-Shot Learning	CodeCode Available	5
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification	Feb 16, 2024	image-classificationImage Classification	CodeCode Available	5
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available	5
Interferometric Neural Networks	Oct 25, 2023	AstronomyCombinatorial Optimization	CodeCode Available	5
A Baseline for Few-Shot Image Classification	Sep 6, 2019	ClassificationFew-Shot Image Classification	CodeCode Available	5
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage Classification	CodeCode Available	5
Interlocking Backpropagation: Improving depthwise model-parallelism	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	5
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)	Nov 30, 2017	General Classificationimage-classification	CodeCode Available	5
Intra-class Patch Swap for Self-Distillation	May 20, 2025	image-classificationImage Classification	CodeCode Available	5
Instance Temperature Knowledge Distillation	Jun 27, 2024	Decision MakingEfficient Exploration	CodeCode Available	5
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
Network Deconvolution	May 28, 2019	Image 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	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