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"}}},{"cell_type":"markdown","source":"This notebook is a small **starting map** for the RSNA Knee Abnormality Detection competition.\n\nThe idea is not to solve the competition here.\n\nIt is simply to put the main words, files and concepts in one place so that someone opening the competition for the first time knows what to look at next.","metadata":{}},{"cell_type":"markdown","source":"## 1. Get the competition data\n\nIf this notebook is opened directly from the competition, the files are already available under Kaggle's input folder.\n\nIf not, `kagglehub` can download/attach the competition data.\n\n> **You still need a Kaggle account and you must have accepted the competition rules.**","metadata":{}},{"cell_type":"code","source":"from pathlib import Path\nimport kagglehub\n\nDATA_DIR = Path(\n    \"/kaggle/input/competitions/rsna-knee-abnormality-detection\"\n)\n\nif not DATA_DIR.exists():\n    DATA_DIR = Path(\n        kagglehub.competition_download(\n            \"rsna-knee-abnormality-detection\"\n        )\n    )\n\nprint(\"Data directory:\")\nprint(DATA_DIR)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-08-26T10:44:56.40592Z","iopub.execute_input":"2026-08-26T10:44:56.406266Z","iopub.status.idle":"2026-08-26T10:45:01.062716Z","shell.execute_reply.started":"2026-08-26T10:44:56.406226Z","shell.execute_reply":"2026-08-26T10:45:01.061796Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(\"Available files:\")\n\nfor path in sorted(DATA_DIR.iterdir()):\n    print(\"-\", path.name)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-08-26T10:45:01.064299Z","iopub.execute_input":"2026-08-26T10:45:01.065023Z","iopub.status.idle":"2026-08-26T10:45:01.072748Z","shell.execute_reply.started":"2026-08-26T10:45:01.064991Z","shell.execute_reply":"2026-08-26T10:45:01.071707Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## 2. The problem in one sentence\n\nWe have **knee MRI studies** and the goal is to detect several knee abnormalities.\n\nThis is a **multilabel medical imaging problem** because one study can contain more than one abnormality.","metadata":{}},{"cell_type":"markdown","source":"## 3. Dataset hierarchy\n\nThe most important structure to understand first is:\n\n**Study -> Series -> DICOM slices**\n\n- **Study**: one MRI examination\n- **Series**: one MRI acquisition inside the study\n- **DICOM slice**: one image file inside a series\n\nA single study can therefore contain several MRI series, and each series contains several slices.","metadata":{}},{"cell_type":"markdown","source":"## 4. Main files\n\nThe competition contains:\n\n- `train.csv`\n- `train_series.csv`\n- `test.csv`\n- `test_series.csv`\n- `sample_submission.csv`\n- `train_series/`\n- `test_series/`\n\nThe CSV files describe the studies and series.\n\nThe folders contain the actual DICOM MRI files.","metadata":{}},{"cell_type":"markdown","source":"## 5. Important identifiers\n\n### `StudyInstanceUID`\n\nIdentifies one MRI study.\n\n### `SeriesInstanceUID`\n\nIdentifies one MRI series inside a study.\n\n### `SOPInstanceUID`\n\nIdentifies one DICOM instance, usually one image/slice.\n\nThese IDs are what connect the CSV tables to the DICOM files.","metadata":{}},{"cell_type":"markdown","source":"## 6. MRI planes\n\nA knee MRI can be acquired in different anatomical planes.\n\nThe three common ones are:\n\n- **Axial**\n- **Coronal**\n- **Sagittal**\n\nThey are different views of the same anatomy.","metadata":{}},{"cell_type":"markdown","source":"## 7. MRI series keywords\n\nSome useful series-level terms in this competition are:\n\n### `Fluid_Sensitive`\n\nIndicates whether the sequence is sensitive to fluid-related signal.\n\n### `Fat_Suppression`\n\nIndicates whether fat signal is suppressed.\n\n### `Anatomical_Plane`\n\nIndicates the acquisition plane: axial, coronal or sagittal.","metadata":{}},{"cell_type":"markdown","source":"## 8. DICOM metadata keywords\n\nWhen opening a DICOM header, some common fields are:\n\n- `Modality`\n- `Manufacturer`\n- `MagneticFieldStrength`\n- `ScanningSequence`\n- `MRAcquisitionType`\n- `Rows`\n- `Columns`\n- `PixelSpacing`\n- `SliceThickness`\n- `SpacingBetweenSlices`\n\nThese describe how the image was acquired and stored.","metadata":{}},{"cell_type":"markdown","source":"## 9. 2D vs 3D acquisition\n\n`MRAcquisitionType` can indicate whether the acquisition is:\n\n- **2D**\n- **3D**\n\nThis describes how the MR data were acquired.\n\nIt is different from simply stacking 2D image slices into a NumPy array.","metadata":{}},{"cell_type":"markdown","source":"## 10. Image size vs physical resolution\n\nThese terms are easy to mix up.\n\n### `Rows` and `Columns`\n\nImage matrix size in **pixels**.\n\nExample:\n\n`512 x 512`\n\n### `PixelSpacing`\n\nPhysical size of one pixel in the image plane.\n\nExample:\n\n`[0.3, 0.3] mm/pixel`\n\n### `SliceThickness`\n\nThickness of the acquired slice.\n\n### `SpacingBetweenSlices`\n\nDistance between neighboring slice positions.\n\nSo:\n\n**matrix size != physical resolution**","metadata":{}},{"cell_type":"markdown","source":"## 11. DICOM pixel data\n\nWith `pydicom`:\n\n```python\nds = pydicom.dcmread(path)\nimage = ds.pixel_array\n```\n\n`pixel_array` gives the stored image values as a NumPy array.\n\nOne series can then be loaded as several ordered slices.","metadata":{}},{"cell_type":"markdown","source":"## 12. One series as a volume\n\nIf a series contains several slices, they can be stacked:\n\n```python\nvolume = np.stack(slices)\n```\n\nThe resulting shape is typically:\n\n`(number_of_slices, rows, columns)`\n\nThis is a 3D NumPy array.\n\nFor correct physical 3D geometry, DICOM position, orientation and spacing information also matter.","metadata":{}},{"cell_type":"markdown","source":"## 13. The 12 targets\n\nThe competition targets are:\n\n- ACL\n- MCL\n- Medial Meniscus\n- Lateral Meniscus\n- Medial OA\n- Lateral OA\n- PF OA\n- Effusion\n- Synovitis\n- Baker's\n- Contusion\n- Fracture\n\nThey cover ligaments, menisci, osteoarthritis, fluid/inflammation, cysts and bone findings.","metadata":{}},{"cell_type":"markdown","source":"## 14. Multilabel\n\nThis is not a simple single-class classification problem.\n\nA study may contain several positive findings at the same time.\n\nSo conceptually the output is:\n\n`one study -> 12 predictions`","metadata":{}},{"cell_type":"markdown","source":"## 15. Radiology reports\n\n`train.csv` also contains a free-text radiology report.\n\nUseful keywords here are:\n\n- report\n- text preprocessing\n- tokenization\n- multilingual text\n- NLP\n- medical terminology\n\nA report is another type of information associated with a study.","metadata":{}},{"cell_type":"markdown","source":"## 16. Useful modeling vocabulary\n\nWhen moving from EDA to modeling, these are useful terms to know:\n\n- **baseline**\n- **train / validation split**\n- **cross-validation**\n- **data leakage**\n- **preprocessing**\n- **normalization**\n- **augmentation**\n- **pretrained model**\n- **2D CNN**\n- **3D CNN**\n- **slice sampling**\n- **feature extraction**\n- **aggregation**\n- **multilabel classification**\n- **class imbalance**\n- **loss function**\n- **probability**\n- **threshold**\n- **ensemble**","metadata":{}},{"cell_type":"markdown","source":"## 17. Study-level prediction\n\nThe final prediction belongs to the **study**, not to one isolated slice.\n\nThis creates an important hierarchy:\n\n**slice information -> series information -> study prediction**\n\nDifferent approaches can be used to combine information across slices and series.","metadata":{}},{"cell_type":"markdown","source":"## 18. A simple roadmap\n\nA reasonable order to explore the competition is:\n\n### Step 1 — Understand the tables\n`train.csv`, `train_series.csv`, test files and IDs\n\n### Step 2 — Understand the DICOM structure\nStudy -> Series -> Slice\n\n### Step 3 — Explore metadata\nPlane, acquisition type, matrix size, spacing, field strength\n\n### Step 4 — Visualize the MRI\nOpen slices and inspect complete series\n\n### Step 5 — Understand the 12 targets\nBasic knee anatomy and pathology\n\n### Step 6 — Explore the reports\nText structure and vocabulary\n\n### Step 7 — Build a simple baseline\nStart simple before trying more complex models\n\n### Step 8 — Validate carefully\nKeep training decisions separate from final test evaluation\n\n### Step 9 — Improve one thing at a time\nPreprocessing, representation, model, aggregation, validation","metadata":{}},{"cell_type":"markdown","source":"## 19. Public notebook series\n\nThis roadmap is the entry point to the rest of the series:\n\n1. **RSNA Knee -> [Simple Starting Point (EDA)](https://www.kaggle.com/code/h17ann/1-rsna-knee-simple-starting-point-eda)**\n2. **RSNA Knee -> [Look Under the Hood: DICOM Metadata Explorer](https://www.kaggle.com/code/h17ann/2-rsna-knee-dicom-metadata-explorer)**\n3. **RSNA Knee -> [See the MRI: From DICOM to Slices & Studies](https://www.kaggle.com/code/h17ann/3-rsna-knee-see-the-mri-ax-cor-sag)**\n4. **RSNA Knee -> [Know the Targets: 12 Abnormalities Explained](https://www.kaggle.com/code/h17ann/4-rsna-knee-know-the-12-targets)**\n5. **RSNA Knee -> [Read the Reports: Radiology Text EDA](https://www.kaggle.com/code/h17ann/5-rsna-knee-read-the-radiological-reports)**","metadata":{}},{"cell_type":"markdown","source":"## Takeaway\n\nBefore choosing a neural network, it is worth understanding four things:\n\n**what a study is -> what a series is -> what the targets mean -> what information is available**\n\nOnce those pieces are clear, the modeling part becomes much easier to organize.","metadata":{}},{"cell_type":"markdown","source":"# **Good luck kagglers !!**","metadata":{}},{"cell_type":"markdown","source":"![rsna_knee_three_views_artistic4.png](attachment:09cc9657-605e-4374-9aa6-0b967e495af7.png)","metadata":{},"attachments":{"09cc9657-605e-4374-9aa6-0b967e495af7.png":{"image/png":"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"}}}]}