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 3551–3575 of 10420 papers

Title	Date	Tasks	Status	Score
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
Adaptive Cross-Modal Few-Shot Learning	Feb 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
Immiscible Color Flows in Optimal Transport Networks for Image Classification	May 4, 2022	Classificationimage-classification	CodeCode Available	5
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer	Apr 25, 2023	image-classificationImage 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
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
Accuracy of TextFooler black box adversarial attacks on 01 loss sign activation neural network ensemble	Feb 12, 2024	Adversarial AttackClassification	CodeCode Available	5
Image Quality Assessment Guided Deep Neural Networks Training	Aug 13, 2017	Data Augmentationimage-classification	CodeCode Available	5
DeepCorrect: Correcting DNN models against Image Distortions	May 5, 2017	ClassificationGeneral Classification	CodeCode Available	5
Deep Generalized Convolutional Sum-Product Networks	Feb 16, 2019	GPUImage Classification	CodeCode Available	5
Precise Benchmarking of Explainable AI Attribution Methods	Aug 6, 2023	Benchmarkingimage-classification	CodeCode Available	5
Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis	Feb 2, 2018	Breast Cancer DetectionBreast Cancer Histology Image Classification	CodeCode Available	5
ALReLU: A different approach on Leaky ReLU activation function to improve Neural Networks Performance	Dec 11, 2020	ClassificationGeneral Classification	CodeCode Available	5
EnGraf-Net: Multiple Granularity Branch Network with Fine-Coarse Graft Grained for Classification Task	Oct 21, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time Detection	Aug 8, 2023	image-classificationImage Classification	CodeCode Available	5
Deep convolutional neural networks for pedestrian detection	Oct 13, 2015	image-classificationImage Classification	CodeCode Available	5
AutoShrink: A Topology-aware NAS for Discovering Efficient Neural Architecture	Nov 21, 2019	GPUimage-classification	CodeCode Available	5
Deep convolutional Gaussian processes	Oct 6, 2018	ClassificationGaussian Processes	CodeCode Available	5
Auto-Precision Scaling for Distributed Deep Learning	Nov 20, 2019	Deep LearningImage Classification	CodeCode Available	5
Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation	Jul 6, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Deep Continuous Networks	Feb 2, 2024	image-classificationImage Classification	CodeCode Available	5
PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting	Feb 19, 2021	Collaborative Inferenceimage-classification	CodeCode Available	5
Adaptive Convolution Kernel for Artificial Neural Networks	Sep 14, 2020	image-classificationImage Classification	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	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