| \n | image_path | \npatient_id | \nseries_id | \ninstance_number | \nwidth | \nheight | \n
|---|---|---|---|---|---|---|
| 0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n63706 | \n39279 | \n30 | \n512 | \n512 | \n
| 1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n50046 | \n24574 | \n30 | \n512 | \n512 | \n
| 2 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n48843 | \n62825 | \n30 | \n512 | \n512 | \n
| \n | patient_id | \nbowel_healthy | \nbowel_injury | \nextravasation_healthy | \nextravasation_injury | \nkidney_healthy | \nkidney_low | \nkidney_high | \nliver_healthy | \nliver_low | \n... | \nspleen_healthy | \nspleen_low | \nspleen_high | \nany_injury | \nseries_id | \ninstance_number | \ninjury_name | \nimage_path | \nwidth | \nheight | \n
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n10004 | \n1 | \n0 | \n0 | \n1 | \n0 | \n1 | \n0 | \n1 | \n0 | \n... | \n0 | \n0 | \n1 | \n1 | \n21057 | \n362 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 1 | \n10004 | \n1 | \n0 | \n0 | \n1 | \n0 | \n1 | \n0 | \n1 | \n0 | \n... | \n0 | \n0 | \n1 | \n1 | \n21057 | \n363 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 2 | \n10004 | \n1 | \n0 | \n0 | \n1 | \n0 | \n1 | \n0 | \n1 | \n0 | \n... | \n0 | \n0 | \n1 | \n1 | \n21057 | \n364 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 3 | \n10004 | \n1 | \n0 | \n0 | \n1 | \n0 | \n1 | \n0 | \n1 | \n0 | \n... | \n0 | \n0 | \n1 | \n1 | \n21057 | \n365 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 4 | \n10004 | \n1 | \n0 | \n0 | \n1 | \n0 | \n1 | \n0 | \n1 | \n0 | \n... | \n0 | \n0 | \n1 | \n1 | \n21057 | \n366 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| ... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
| 13010 | \n9632 | \n1 | \n0 | \n0 | \n1 | \n1 | \n0 | \n0 | \n1 | \n0 | \n... | \n1 | \n0 | \n0 | \n1 | \n3750 | \n155 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 13011 | \n9632 | \n1 | \n0 | \n0 | \n1 | \n1 | \n0 | \n0 | \n1 | \n0 | \n... | \n1 | \n0 | \n0 | \n1 | \n3750 | \n156 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 13012 | \n9632 | \n1 | \n0 | \n0 | \n1 | \n1 | \n0 | \n0 | \n1 | \n0 | \n... | \n1 | \n0 | \n0 | \n1 | \n3750 | \n157 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 13013 | \n9632 | \n1 | \n0 | \n0 | \n1 | \n1 | \n0 | \n0 | \n1 | \n0 | \n... | \n1 | \n0 | \n0 | \n1 | \n3750 | \n158 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
| 13014 | \n9632 | \n1 | \n0 | \n0 | \n1 | \n1 | \n0 | \n0 | \n1 | \n0 | \n... | \n1 | \n0 | \n0 | \n1 | \n3750 | \n159 | \nActive_Extravasation | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n512 | \n512 | \n
13015 rows × 21 columns
\n| \n | patient_id | \nseries_id | \ninstance_number | \nbowel_injury | \nimage_path | \n
|---|---|---|---|---|---|
| 0 | \n10004 | \n21057 | \n362 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 1 | \n10004 | \n21057 | \n363 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 2 | \n10004 | \n21057 | \n364 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 3 | \n10004 | \n21057 | \n365 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 4 | \n10004 | \n21057 | \n366 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| \n | patient_id | \nseries_id | \ninstance_number | \nbowel_injury | \nimage_path | \n
|---|---|---|---|---|---|
| 8485 | \n53581 | \n44685 | \n367 | \n1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 8486 | \n53581 | \n44685 | \n368 | \n1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 8487 | \n53581 | \n44685 | \n369 | \n1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 8488 | \n53581 | \n44685 | \n370 | \n1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 8489 | \n53581 | \n44685 | \n371 | \n1 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| ... | \n... | \n... | \n... | \n... | \n... | \n
| 10486 | \n56901 | \n15834 | \n427 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 10487 | \n56901 | \n15834 | \n428 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 10488 | \n56901 | \n15834 | \n429 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 10489 | \n56901 | \n15834 | \n430 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
| 10490 | \n56901 | \n15834 | \n431 | \n0 | \n/kaggle/input/rsna-2023-abdominal-trauma-detec... | \n
246 rows × 5 columns
\n/kaggle/working/wandb/run-20231004_061753-sz3hc04s"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"| step | ▁▁▁▁▂▂▂▂▂▂▃▃▃▃▄▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▇▇▇▇▇▇████ |
| train/accuracy | ▁▃▆▇▇███████████████ |
| train/f1 | ▁▂▅▇▇▇▇█████████████ |
| train/loss | █▄▄▄▃▂▁▃▁▁▃▁▁▁▁▁▁▁▁▁ |
| train/precision | ▁▃▆▇▇███████████████ |
| train/recall | ▆▁▄▆▆▇▇▇▇▇██████████ |
| validation/accuracy | ▁▆▇▇▇▇██████████████ |
| validation/f1 | ▁▅▆▇▇▇█████████████▇ |
| validation/loss | █▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ |
| validation/precision | ▁▆▇▇▇▇██████████████ |
| validation/recall | █▁▆▆▇█▇▆▇▇█▇███▇██▇▅ |
| step | 20 |
| train/accuracy | 0.99341 |
| train/f1 | 0.9941 |
| train/loss | 0.04672 |
| train/precision | 0.9937 |
| train/recall | 0.99449 |
| validation/accuracy | 0.97029 |
| validation/f1 | 0.97271 |
| validation/loss | 2e-05 |
| validation/precision | 0.99711 |
| validation/recall | 0.94947 |
./wandb/run-20231004_061753-sz3hc04s/logs"},"metadata":{}},{"name":"stdout","text":"CPU times: user 8min 19s, sys: 2min 11s, total: 10min 30s\nWall time: 48min 50s\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"