YOLO V8 OR V10 ARCHITECTURE IMPROVEMENT FOR OBJECT DETECTION -- 3
Descrição da oferta de emprego
Objective.
The primary goal of this project is to improve the accuracy of the YOLO v8 object detection model by 5% through architectural modifications while ensuring that the processing speed remains efficient.
The project will also involve a comprehensive comparative analysis between the modified model and the base YOLO v8 model, with a detailed justification of the performance improvements.
Key Tasks.
1.
Architectural Improvements.
- Analyze the existing YOLO v8 architecture to identify potential areas for optimization.
- Implement modifications aimed at increasing model accuracy (e.
., through adjustments in layers, loss functions, data augmentation, etc.).
- Ensure that the speed and real-time processing capabilities are maintained or improved.
2.
Model Training and Evaluation.
- Train the modified YOLO v8 model on the specified dataset.
- Conduct a rigorous evaluation to ensure that the accuracy is improved by at least 5%.
3.
Comparative Analysis.
- Perform a side-by-side comparison between the base YOLO v8 model and the modified model.
- Evaluate key performance metrics, including accuracy, speed, precision, recall, and mAP (mean Average Precision).
- Justify the improvements and discuss trade-offs (if any) between speed and accuracy.
4.
Documentation and Reporting.
- Document the process, from architectural changes to training details and performance metrics.
- Provide a detailed report, including visualizations of model performance, comparisons, and conclusions.
Deliverables.
- Modified YOLO v8 model with improved accuracy.
- A comparative analysis report, including performance metrics and justifications.
- Code and implementation details for architectural changes.
Expected Outcome.
The project is expected to result in a YOLO v8 model that shows a minimum of 5% improvement in accuracy over the base model while retaining or improving speed.
The comparative analysis will provide insights into how the architectural changes contribute to performance improvements.
The model will be trained and evaluated using the Pascal VOC dataset.
Python Deep Learning Object Detection Model Testing & Optimization YOLO ID do Projeto.
# Sobre o projeto 9 propostas Aberto para ofertas Projeto remoto Ativo em 1 hora atrás
Detalhes da oferta
- Indeterminado
- Em todo Portugal
- Indeterminado - Indeterminado
- 18/11/2024
- 16/02/2025
• minimum 3 years of professional nursing experience for candidates without a diploma... benefits: • apartment accommodation can be provided for the initial quarter... they are in search of empathetic and proficient nursing staff with expertise in nursing or medicine, capable of offering thorough care......
Centro de estudos fábrica dos sonhos localizado na baixa da banheira admite explicador de matemática para dar apoio ao estudo, explicações, preparação para testes e exames a alunos do 2º e 3º ciclo... horário: 2 a 3x por semana das 14h- 18h renumeração compatível com cargo e horário, integração numa......
Twoje zadania: możliwość pomocy użytkownikom w zakresie przedsprzedaży, zapytań ogólnych i problemów związanych z pomocą techniczną za pośrednictwem telefonu, poczty elektronicznej, czatu i kanałów wiadomości społecznościowych (zgodnie z przydzielonymi kanałami) możliwość dostosowania głosu i......
Venha fazer parte dessa equipa de sucesso! requisitos do trabalho requisitos:• licenciatura em informática ou similar, fator preferencial;• pelo menos 3 anos de experiência em testes manuais;• conhecimentos sólidos de testes manuais;• deve incluir capacidade de análise de requisitos, criação/execução/gestão......
Esperamos por ti... és professor/ explicador do 3º ciclo e procuras uma oportunidade de trabalhar num local em que te valorizam e em que consigas ter liberdade para ensinar da maneira que acreditas? candidata-te... envia email para *****@***** com o teu cv e disponibilidade......
Twoje zadania: możliwość pomocy użytkownikom w zakresie przedsprzedaży, zapytań ogólnych i problemów związanych z pomocą techniczną za pośrednictwem telefonu, poczty elektronicznej, czatu i kanałów wiadomości społecznościowych (zgodnie z przydzielonymi kanałami) możliwość dostosowania głosu i......
Firma: największa na świecie notowana na giełdzie firma zajmująca się ubezpieczeniami majątkowymi i osobistymi... 30] umowa na czas określony 6 miesięcy z możliwością przedłużenia procesy rekrutacyjne online konkurencyjne wynagrodzenie i system premiowy: 1100 € brutto x 14 miesięcy do 100 €......
Oferecemos: - formação inicial e contínua - carteira de clientes - valorização profissional - ferramentas de marketing - atrativa remuneração requisitos: - imagem cuidada - carta de condução e veículo - conhecimentos informáticos (na ótica do utilizador) - proatividade / ambição / elevada autoconfiança......
For employment beyond two years, a permanent contract may be offered... employment term: initial contracts of 12 months, extendable for another 12 months... accommodation benefit: for those staying in designated apartments, this benefit is tax-free... meal allowance: preloaded debit card for tax-free......
Competitive salary package for entry-level (includes transportation allowance and work-from-home allowance, if applicable)... you will be the point of contact for inquiries related to the pre- or post-delivery of an order (payment inquiries, delivery dates, returns, refunds, etc......
