kapenon/rsna2023atd_9th_solution

9th place solution in the Kaggle competition 'RSNA 2023 Abdominal Trauma Detection'.

rsna2023atd_9th_solution

9th place solution by '[Rist] Happy1650🍽️' in the Kaggle competition 'RSNA 2023 Abdominal Trauma Detection'

The detailed explanation of the solution and the inference notebook can be found here. Please refer to it.

Installation

docker compose up -d

Please extract the dataset provided on Kaggle in the 'data/' directory with the original directory structure.

Entrypoints

Execute the scripts in numerical order based on the file and directory names due to the intermediate file dependencies.

Please refer to entry_points.md

Hardware/Software

	Spec
CPU	AMD Ryzen Threadripper PRO 5975WX 32-Cores
Memory	256 GB
GPUs	2x RTX 6000 Ada
OS	Ubuntu 22.04
OS drive	2TB SSD

Development Environment: Docker

Result

CV

	bowel	ev	kidney	liver	spleen	any_injury
w/o Post-Processing	0.1293	0.5348	0.3146	0.4192	0.4454	0.5533	0.3994
w/ Post-Processing	0.1293	0.5303	0.3141	0.4190	0.4485	0.4925	0.3889

LB

Public	Private
0.45894	0.41962

Reference

• https://www.kaggle.com/competitions/rsna-2023-abdominal-trauma-detection/discussion/447506