Scene Classification Using Deep Learning

버전 1.0.0 (2.98 KB) 작성자: Oge Marques
A scene classification solution using a subset of the MIT Places dataset and a pretrained model, Places365GoogLeNet.
다운로드 수: 296
업데이트 날짜: 2019/11/12

라이선스 보기

The main goal of this example is to demonstrate the use of the MATLAB functionality for scene classification solution using a subset of the MIT Places dataset and a pretrained model, Places365GoogLeNet.

The code is structured in four parts:
- In "Part 1", we build a simple CNN from scratch, train it, and evaluate it.
- In "Part 2", we use a pretrained model, Places365GoogLeNet, "as is".
- In "Part 3", we follow a transfer learning approach that demonstrates some of the latest features and best practices for image classification using transfer learning in MATLAB.
- Finally, in "Part 4", we employ image data augmentation techniques to see whether they lead to improved results.

This example should be easy to modify and expand to the user's needs.

Notes:
- The dataset used in this example (a subset of the Places365-Standard dataset) can be found at: https://www.dropbox.com/s/addp3xkw1g0ua7v/MITPlaces.zip?dl=0
- Companion blog post appearing soon at: https://blogs.mathworks.com/deep-learning/

인용 양식

Oge Marques (2024). Scene Classification Using Deep Learning (https://www.mathworks.com/matlabcentral/fileexchange/73333-scene-classification-using-deep-learning), MATLAB Central File Exchange. 검색 날짜: .

MATLAB 릴리스 호환 정보
개발 환경: R2019b
모든 릴리스와 호환
플랫폼 호환성
Windows macOS Linux
카테고리
Help CenterMATLAB Answers에서 Deep Learning Toolbox에 대해 자세히 알아보기

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
버전 게시됨 릴리스 정보
1.0.0