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 2621–2630 of 10420 papers

Title	Date	Tasks	Status	Score
Improving robustness to corruptions with multiplicative weight perturbations	Jun 24, 2024	Data Augmentationimage-classification	CodeCode Available	5
Anomaly Detection of Adversarial Examples using Class-conditional Generative Adversarial Networks	May 21, 2021	Anomaly Detectionimage-classification	CodeCode Available	5
CBIR using features derived by Deep Learning	Feb 13, 2020	ClusteringContent-Based Image Retrieval	CodeCode Available	5
Improving Random-Sampling Neural Architecture Search by Evolving the Proxy Search Space	Jan 1, 2021	image-classificationImage Classification	CodeCode Available	5
CBGT-Net: A Neuromimetic Architecture for Robust Classification of Streaming Data	Mar 24, 2024	image-classificationImage Classification	CodeCode Available	5
CBAM: Convolutional Block Attention Module	Jul 17, 2018	General ClassificationImage Classification	CodeCode Available	5
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts	Jul 6, 2023	image-classificationImage Classification	CodeCode Available	5
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-classification	CodeCode Available	5
Improving Neural Architecture Search Image Classifiers via Ensemble Learning	Mar 14, 2019	Ensemble 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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified