R-CNN

[ɑr-ˈsiː-ɛn-ˈɛn]
nounpl: R-CNNs
R-CNN (Rede Neural Convolucional Baseada em Regiões)
1. A deep learning architecture that combines region proposals with convolutional neural networks for object detection tasks
R-CNN was a breakthrough in computer vision that enabled more accurate object detection by identifying regions of interest before classification.
R-CNN foi um avanço revolucionário em visão computacional que permitiu detecção de objetos mais precisa ao identificar regiões de interesse antes da classificação.
2. A machine learning model that first generates region proposals and then applies CNN features to each region for object localization and classification
The R-CNN model significantly improved performance on the PASCAL VOC dataset compared to previous methods.
O modelo R-CNN melhorou significativamente o desempenho no conjunto de dados PASCAL VOC comparado a métodos anteriores.
R-CNN is a technical term from the field of artificial intelligence and computer vision, originating from research by Ross Girshick and colleagues at UC Berkeley (2014). It is used universally in both English and Portuguese-speaking tech communities without translation, maintaining its original acronym. The term represents a significant milestone in deep learning history and is fundamental to modern object detection systems.
Synonyms / Sinônimos
Region-based Convolutional Neural NetworkRCNNRegion CNN

Regional Variations

General Brazilian
R-CNN
Used in academic and technical contexts without translation; sometimes explained as 'Rede Neural Convolucional Baseada em Regiões'
São Paulo
R-CNN
Common in tech hubs and AI research institutions; often used in English in technical discussions
Portugal
R-CNN
Used identically to Brazilian Portuguese; technical term remains in English acronym form
USA
R-CNN
Standard terminology in computer science and machine learning fields

Related Words

Fast R-CNNFaster R-CNNMask R-CNNCNNobject detectiondeep learningcomputer visionneural network
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