https://github.com/chewzzz1014/tensorflow-learning

https://github.com/chewzzz1014/tensorflow-learning

object-detection project python tensorflow

Last synced: about 2 months ago
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• Host: GitHub
• URL: https://github.com/chewzzz1014/tensorflow-learning
• Owner: chewzzz1014
• Created: 2023-02-21T08:30:00.000Z (over 3 years ago)
• Default Branch: master
• Last Pushed: 2023-03-07T07:31:36.000Z (over 3 years ago)
• Last Synced: 2025-10-29T20:53:44.422Z (8 months ago)
• Topics: object-detection, project, python, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 65.2 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
## Overview

Using Tensorflow Object Detection API with 10 train images, 4 test images and 4 detection classes. Trained on Ubuntu server.

## Project Structure

```

training_demo/

├─ annotations/

├─ exported-models/

│  └─ my_model/

│     ├─ checkpoint/

│     ├─ saved_model/

│     └─ pipeline.config

├─ images/

│  ├─ test/

│  └─ train/

├─ models/

│  └─ my_ssd_resnet50_v1_fpn/

│     └─ pipeline.config

├─ pre-trained-models/

└─ README.md

```

## Train Result

Training with num_steps: 500 (took 2 hours++ zzzzzz...)

![image](https://user-images.githubusercontent.com/92832451/220566068-f03dd1db-f135-4ad5-bb56-33872764ac7c.png)

![image](https://user-images.githubusercontent.com/92832451/220566156-2ef3a669-361f-48f0-a243-525214d75a17.png)

## References

1. https://colab.research.google.com/github/mlnuggets/maskrcnn/blob/main/Object_detection_with_TensorFlow_2_Object_detection_API.ipynb

2. https://colab.research.google.com/drive/1QCU_dCR0ozI8j6X2btEDCsaUk5p_b1uw?usp=sharing

3. https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/