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 3501–3525 of 10420 papers

Title	Date	Tasks	Status	Score
Multi-scale Processing of Noisy Images using Edge Preservation Losses	Mar 26, 2018	DenoisingEdge Detection	CodeCode Available	5
Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification	Apr 29, 2015	ClassificationGeneral Classification	CodeCode Available	5
Importance of Disjoint Sampling in Conventional and Transformer Models for Hyperspectral Image Classification	Apr 23, 2024	BenchmarkingHyperspectral Image Classification	CodeCode Available	5
Averaged Adam accelerates stochastic optimization in the training of deep neural network approximations for partial differential equation and optimal control problems	Jan 10, 2025	image-classificationImage Classification	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time Detection	Aug 8, 2023	image-classificationImage Classification	CodeCode Available	5
Impact of Fully Connected Layers on Performance of Convolutional Neural Networks for Image Classification	Jan 21, 2019	General Classificationimage-classification	CodeCode Available	5
Path-Level Network Transformation for Efficient Architecture Search	Jun 7, 2018	GPUimage-classification	CodeCode Available	5
A variable metric proximal stochastic gradient method: an application to classification problems	Apr 15, 2024	Binary ClassificationClassification	CodeCode Available	5
Impact of ImageNet Model Selection on Domain Adaptation	Feb 6, 2020	BenchmarkingDomain Adaptation	CodeCode Available	5
Deep Ensembling of Multiband Images for Earth Remote Sensing and Foramnifera Data	Apr 2, 2025	ClassificationEnsemble Learning	CodeCode Available	5
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral	Aug 25, 2021	image-classificationImage Classification	CodeCode Available	5
Implicit Generative Prior for Bayesian Neural Networks	Apr 27, 2024	Classification ConsistencyComputational Efficiency	CodeCode Available	5
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer	Apr 25, 2023	image-classificationImage Classification	CodeCode Available	5
Emergent symbolic language based deep medical image classification	Aug 22, 2020	ClassificationDecision Making	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	image-classificationImage Classification	CodeCode Available	5
Immiscible Color Flows in Optimal Transport Networks for Image Classification	May 4, 2022	Classificationimage-classification	CodeCode Available	5
EMNIST: an extension of MNIST to handwritten letters	Feb 17, 2017	General ClassificationImage Classification	CodeCode Available	5
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse	Oct 3, 2023	feature selectionimage-classification	CodeCode Available	5
Improved Gradient based Adversarial Attacks for Quantized Networks	Mar 30, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Calibrated Top-1 Uncertainty estimates for classification by score based models	Mar 21, 2019	General ClassificationImage Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness	May 29, 2019	image-classificationImage Classification	CodeCode Available	5
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA	Nov 5, 2020	Adversarial AttackCloud Computing	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