Create README.md

README.md

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+---
+pretty_name: Plane-wave Imaging Challenge in Medical UltraSound
+source_datasets:
+  - https://www.creatis.insa-lyon.fr/Challenge/IEEE_IUS_2016/home
+tags:
+  - medical-imaging
+  - ultrasound
+  - plane-wave
+  - benchmark
+  - usbmd
+converted_by: "@tristan-deep"
+---
+
+## Dataset Description
+
+[PICMUS](https://www.creatis.insa-lyon.fr/Challenge/IEEE_IUS_2016/home) (Plane-wave Imaging Challenge in Medical UltraSound). Converted to the [usbmd format](https://usbmd-toolbox.web.app/data-acquisition.html) for use with the [usbmd toolbox](https://github.com/tue-bmd/ultrasound-toolbox).
+
+
+### Folder Structure
+
+```
+database/
+├── experiments/
+│   ├── contrast_speckle/
+│   │   ├── contrast_speckle_expe_dataset_iq/
+│   │   │   └── contrast_speckle_expe_dataset_iq.hdf5
+│   │   └── contrast_speckle_expe_dataset_rf/
+│   │       └── contrast_speckle_expe_dataset_rf.hdf5
+│   └── resolution_distorsion/
+│       ├── resolution_distorsion_expe_dataset_iq/
+│       │   └── resolution_distorsion_expe_dataset_iq.hdf5
+│       └── resolution_distorsion_expe_dataset_rf/
+│           └── resolution_distorsion_expe_dataset_rf.hdf5
+└── simulation/
+    ├── contrast_speckle/
+    │   ├── contrast_speckle_simu_dataset_iq/
+    │   │   └── contrast_speckle_simu_dataset_iq.hdf5
+    │   └── contrast_speckle_simu_dataset_rf/
+    │       └── contrast_speckle_simu_dataset_rf.hdf5
+    └── resolution_distorsion/
+        ├── resolution_distorsion_simu_dataset_iq/
+        │   └── resolution_distorsion_simu_dataset_iq.hdf5
+        └── resolution_distorsion_simu_dataset_rf/
+            └── resolution_distorsion_simu_dataset_rf.hdf5
+```
+
+## Description
+
+- **experiments/**: Contains experimental datasets for two tasks:
+  - `contrast_speckle`: Datasets for contrast and speckle experiments, with both IQ and RF data.
+  - `resolution_distorsion`: Datasets for resolution and distortion experiments, with both IQ and RF data.
+
+- **simulation/**: Contains simulated datasets for the same tasks, with both IQ and RF data.