ConvNets designed for Kaggle's RSNA Pneumonia Detection Challenge
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Classifier.ipynb
README.md
Untitled.ipynb
YOLO.ipynb
best-cnn-segmentation-connected-components-384x384.ipynb
best_320x320.ipynb
best_320x320_colab.ipynb
best_320x320_colab_2.ipynb
best_448x448_colab.ipynb
best_best_cnn_segmentation_connected_components_384x384_3.ipynb
best_cnn_segmentation_connected_components_384x384_2.ipynb
best_cnn_segmentation_connected_components_384x384_6.ipynb
best_cnn_segmentation_connected_components_384x384_ff.ipynb
best_cnn_segmentation_connected_components_512x512_1.ipynb
best_cnn_segmentation_connected_components_512x512_2.ipynb
best_cnn_segmentation_connected_components_512x512_3.ipynb
best_cnn_segmentation_connected_components_512x512_4.ipynb
best_cnn_segmentation_connected_components_512x512_4.py
cnn-segmentation-connected-components.ipynb
cnn_segmentation_connected_components_1.ipynb
cnn_segmentation_connected_components_2.ipynb
cnn_segmentation_connected_components_3.ipynb
cnn_segmentation_connected_components_4.ipynb
mask-rcnn-and-transfer-learning.ipynb
mask_rcnn_and_transfer_learning_256x256_2.ipynb
mask_rcnn_and_transfer_learning_320x320.ipynb
mask_rcnn_and_transfer_learning_320x320_colab.ipynb
mask_rcnn_and_transfer_learning_384x384.ipynb
mask_rcnn_and_transfer_learning_384x384_2.ipynb
mask_rcnn_and_transfer_learning_448x448-Copy2.ipynb
mask_rcnn_and_transfer_learning_448x448-Copy3.ipynb
mask_rcnn_and_transfer_learning_448x448.ipynb
mean-average-precision-metric.ipynb
non_max_suppression.ipynb
preprocess_yolo_labels.ipynb
preprocess_yolo_labels_10.ipynb
preprocess_yolo_labels_11.ipynb
preprocess_yolo_labels_2.ipynb
preprocess_yolo_labels_3.ipynb
preprocess_yolo_labels_4.ipynb
preprocess_yolo_labels_5.ipynb
preprocess_yolo_labels_6.ipynb
preprocess_yolo_labels_7.ipynb
preprocess_yolo_labels_8.ipynb
preprocess_yolo_labels_9.ipynb
sample_images.ipynb
yolo-for-detection-of-bounding-boxes-tensorflow.ipynb
yolo_448X448_21_colab.ipynb
yolo_448X448_23_colab.ipynb
yolo_448X448_24.ipynb
yolo_448X448_24_4.ipynb
yolo_448X448_25.ipynb
yolo_448X448_25_2.ipynb
yolo_448X448_26.ipynb
yolo_448X448_26_colab.ipynb
yolo_448X448_27_1_colab.ipynb
yolo_448X448_28_1_colab.ipynb
yolo_448X448_29_1_colab.ipynb
yolo_448X448_30_1_colab.ipynb
yolo_448X448_32_1_colab.ipynb
yolo_448X448_34_1_colab.ipynb
yolo_448X448_35_1_colab.ipynb
yolo_448X448_36_1_colab.ipynb
yolo_480x480_15.ipynb
yolo_480x480_16.ipynb
yolo_480x480_18.ipynb
yolo_480x480_18_colab.ipynb
yolo_480x480_19 (1).ipynb
yolo_480x480_19.ipynb
yolo_480x480_20.ipynb
yolo_480x480_20_colab.ipynb
yolo_512x512_1.ipynb
yolo_512x512_10.ipynb
yolo_512x512_11.ipynb
yolo_512x512_12-Copy2.ipynb
yolo_512x512_12.ipynb
yolo_512x512_13.ipynb
yolo_512x512_13_colab.ipynb
yolo_512x512_14.ipynb
yolo_512x512_15.ipynb
yolo_512x512_17_colab.ipynb
yolo_512x512_2.ipynb
yolo_512x512_3.ipynb
yolo_512x512_4.ipynb
yolo_512x512_5.ipynb
yolo_512x512_6.ipynb
yolo_512x512_7.ipynb
yolo_512x512_8.ipynb
yolo_512x512_8_working.ipynb
yolo_512x512_8_working_better.ipynb
yolo_512x512_9.ipynb
yolov3-rsna-starting-notebook.ipynb

README.md

RSNA Pneumonia Detection Kaggle Challenge

In this repo are notebooks and files from the RSNA Pneumonia Detection challenge. I tried a huge number of architectures and approaches but was only able to score a .176 on the leaderboard.

The best performing model was the Mask_RCNN at size 320x320, although I suspect I could have beaten that score given more time or compute.