VoltaVision: A Transfer Learning model for electronic component classification
Fuente:
arXiv
Salvato in:
| Autori principali: | , , |
|---|---|
| Natura: | Preprint |
| Pubblicazione: |
2024
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1866909161892085760 |
|---|---|
| author | Osmani, Anas Mohammad Ishfaqul Muktadir Rahman, Taimur Islam, Salekul |
| author_facet | Osmani, Anas Mohammad Ishfaqul Muktadir Rahman, Taimur Islam, Salekul |
| contents | In this paper, we analyze the effectiveness of transfer learning on classifying electronic components. Transfer learning reuses pre-trained models to save time and resources in building a robust classifier rather than learning from scratch. Our work introduces a lightweight CNN, coined as VoltaVision, and compares its performance against more complex models. We test the hypothesis that transferring knowledge from a similar task to our target domain yields better results than state-of-the-art models trained on general datasets. Our dataset and code for this work are available at https://github.com/AnasIshfaque/VoltaVision. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_03898 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | VoltaVision: A Transfer Learning model for electronic component classification Osmani, Anas Mohammad Ishfaqul Muktadir Rahman, Taimur Islam, Salekul Computer Vision and Pattern Recognition Machine Learning In this paper, we analyze the effectiveness of transfer learning on classifying electronic components. Transfer learning reuses pre-trained models to save time and resources in building a robust classifier rather than learning from scratch. Our work introduces a lightweight CNN, coined as VoltaVision, and compares its performance against more complex models. We test the hypothesis that transferring knowledge from a similar task to our target domain yields better results than state-of-the-art models trained on general datasets. Our dataset and code for this work are available at https://github.com/AnasIshfaque/VoltaVision. |
| title | VoltaVision: A Transfer Learning model for electronic component classification |
| topic | Computer Vision and Pattern Recognition Machine Learning |
| url | https://arxiv.org/abs/2404.03898 |