P556 Final Project
Andrew Corum
- Topic idea
- Project proposal
- Progress report
- Final submission
- Presentation
| Test Accuracy | Epochs | Conv Layers | Dropout | Dense Layers | BatchNorm? |
|---|---|---|---|---|---|
| 0.9938 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
N/A | 128 64 |
|
| 0.9929 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.25 |
128 64 |
|
| 0.9920 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
0.5 0.5 |
128 64 |
|
| 0.9932 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.5 |
128 64 |
|
| 0.9926 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3 |
0.5 0.25 |
128 64 |
|
| 0.9930 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
N/A | 256 128 |
|
| 0.9921 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.25 |
256 128 |
|
| 0.9932 | 90 | 32 (3x3), Pool (2x2) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.5 |
256 128 |
|
| 0.9947 | 90 | 32 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
N/A | 256 128 |
|
| 0.9937 | 90 | 32 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.25 |
256 128 |
|
| 0.9950 | 90 | 32 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.5 0.5 0.5 |
128 | |
| 0.9955 | 90 | 32 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.5 0.5 0.5 |
128 | Yes |
| 0.9924 | 90 | 32 (3x3) 64 (3x3) 64 (3x3) 64 (3x3) |
0.5 0.5 0.5 |
128 | Yes |
| 0.9954 | 90 | 32 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.5 0.5 0.5 |
128 | Yes |
| 0.9937 | 90 | 32 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
128 | Yes | |
| 0.9951 | 90 | 32 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.25 0.25 0.25 0.25 |
128 | Yes |
| 0.9950 | 90 | 32 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.4 0.4 0.4 0.4 |
128 | Yes |
| 0.9960 | 90 | 32 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) 64 (3x3), Pool (2x2) 64 (3x3) |
0.3 0.3 0.3 0.3 |
128 | Yes |
| table generator |
- https://imagemagick.org/
- https://docs.opencv.org/
- https://docs.opencv.org/3.4/da/df5/tutorial_py_sift_intro.html
- https://docs.opencv.org/3.4/dc/dc3/tutorial_py_matcher.html
- https://docs.opencv.org/master/d1/d5c/tutorial_py_kmeans_opencv.html
- https://www.tutorialkart.com/opencv/python/opencv-python-gaussian-image-smoothing/
- Adpative thresholding for various lighting conditions: https://docs.opencv.org/3.4/d7/d4d/tutorial_py_thresholding.html
- Contours https://docs.opencv.org/3.4/d4/d73/tutorial_py_contours_begin.html
- Hough Transform: https://docs.opencv.org/3.4/d9/db0/tutorial_hough_lines.html
- OTSU Thresholding: https://docs.opencv.org/3.4/d7/d4d/tutorial_py_thresholding.html
- Webcam using OpenCV: https://stackoverflow.com/questions/604749/how-do-i-access-my-webcam-in-python
- OpenCV crop: https://stackoverflow.com/questions/61927877/how-to-crop-opencv-image-from-center
- Bag of Visual Words:
- Searching for array in a 2d array:
- https://scikit-learn.org/stable/modules/classes.html
- Rubiks cube: https://towardsdatascience.com/learning-to-solve-a-rubiks-cube-from-scratch-using-reinforcement-learning-381c3bac5476
- OpenCV Sudoku solver: https://www.pyimagesearch.com/2020/08/10/opencv-sudoku-solver-and-ocr/
- Hough transform for grid detection: https://stackoverflow.com/questions/48954246/find-sudoku-grid-using-opencv-and-python
- TensorFlow Docs: https://www.tensorflow.org/
- Keras Docs: https://www.tensorflow.org/guide/keras
- CUDA install/setup docs: https://docs.nvidia.com/cuda/cuda-installation-guide-microsoft-windows/
- Simple CNN for MNIST dataset: https://linux-blog.anracom.com/2020/05/31/a-simple-cnn-for-the-mnist-datasets-ii-building-the-cnn-with-keras-and-a-first-test/
- Python constraint programming: https://stackabuse.com/constraint-programming-with-python-constraint/#listofbuiltinconstraints