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This program detect and identify obstacle on railway. If program detect some obstacle that train must stop, program gives you warning sign. This program Also estimate riskiness of obstacle how it is negligible or not. We provide many models to you to detect railways and obstacles.

Jupyter Notebook 97.15% Python 2.85%
obstacle-detection segmentation-model railway railroad deep-learning unet faster-rcnn tensorflow

railroad_and_obstacle_detection's Introduction

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Education

  • (2015.03 ~ 2020.08) Bachelor's degree in Soongsil University, Seoul, KR (Dept. of Software) - Full tuition (Summa Cum Laude)
  • (2020.08 ~ 2022.08) Master's degree in Soongsil University, Seoul, KR (Dept. of Software)

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railroad_and_obstacle_detection's Issues

missing csv?

File "pandas/_libs/parsers.pyx", line 382, in pandas._libs.parsers.TextReader.cinit
File "pandas/_libs/parsers.pyx", line 689, in pandas._libs.parsers.TextReader._setup_parser_source
FileNotFoundError: [Errno 2] File b'./object_detection/images/test_labels.csv' does not exist: b'./object_detection/images/test_labels.csv'

while running the step 7, the following error pops out, and looks like i'm missing a few folders ?

Model file not available

faster_rcnn_inception_v2_coco_2018_01_28 model link is not working and there is no file there

where is proto files?

In ObstacleDetectionModel_Training.ipynb
!protoc --python_out=. .\object_detection\protos\anchor_generator.proto .\object_detection\protos\argmax_matcher.proto .\object_detection\protos\bipartite_matcher.proto .\object_detection\protos\box_coder.proto .\object_detection\protos\box_predictor.proto .\object_detection\protos\eval.proto .\object_detection\protos\faster_rcnn.proto .\object_detection\protos\faster_rcnn_box_coder.proto .\object_detection\protos\grid_anchor_generator.proto .\object_detection\protos\hyperparams.proto .\object_detection\protos\image_resizer.proto .\object_detection\protos\input_reader.proto .\object_detection\protos\losses.proto .\object_detection\protos\matcher.proto .\object_detection\protos\mean_stddev_box_coder.proto .\object_detection\protos\model.proto .\object_detection\protos\optimizer.proto .\object_detection\protos\pipeline.proto .\object_detection\protos\post_processing.proto .\object_detection\protos\preprocessor.proto .\object_detection\protos\region_similarity_calculator.proto .\object_detection\protos\square_box_coder.proto .\object_detection\protos\ssd.proto .\object_detection\protos\ssd_anchor_generator.proto .\object_detection\protos\string_int_label_map.proto .\object_detection\protos\train.proto .\object_detection\protos\keypoint_box_coder.proto .\object_detection\protos\multiscale_anchor_generator.proto .\object_detection\protos\graph_rewriter.proto .\object_detection\protos\calibration.proto .\object_detection\protos\flexible_grid_anchor_generator.proto

it can't work,and say:".object_detectionprotosanchor_generator.proto: No such file or directory"
How can I solve it please?

google drive is 404

In the section about How to run,I can't download trained Unet model beacause the link is 404. Additonally, Can you tell me What Step 4 in the section how to run means? Where are your all files ? Please~~~~~~

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