cascade classifier

[kæˈskeɪd ˈklæsɪfaɪər]
nounpl: cascade classifiers
classificador em cascata
1. A machine learning model architecture that applies a series of classifiers sequentially, where each stage rejects obvious negative cases to pass only promising candidates to the next stage
The cascade classifier efficiently filters out non-face regions before applying more computationally expensive detection methods.
O classificador em cascata filtra eficientemente regiões que não são rostos antes de aplicar métodos de detecção mais custosos computacionalmente.
2. A detection framework commonly used in computer vision for real-time object detection, particularly facial recognition
Viola-Jones algorithm uses a cascade classifier approach to achieve fast and accurate face detection.
O algoritmo de Viola-Jones usa uma abordagem de classificador em cascata para alcançar detecção de rosto rápida e precisa.
This is specialized technical terminology primarily used in computer science, machine learning, and artificial intelligence fields. It originated from computer vision research at MIT (Viola-Jones, 2001) and is universally recognized in both English and Portuguese-speaking technical communities without significant regional variations.
Synonyms / Sinônimos
cascaded classifiersequential classifierboosted cascadehierarchical classifier
Antonyms / Antônimos
single classifierparallel classifiermonolithic classifier

Regional Variations

General Brazilian
classificador em cascata
Standard term used in Brazilian technical and academic contexts
Portugal
classificador em cascata
Same terminology used in European Portuguese technical documentation
General
classificador em cascata / classificador em série
Alternative translation emphasizing sequential nature

Related Words

AdaBoostViola-Jones algorithmface detectionobject detectionmachine learningcomputer visionfeature extractionfalse positive rate
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