Add dataset information

README.md

@@ -1,5 +1,11 @@
 ---
 configs:
+- config_name: v2
+  data_files:
+  - split: train
+    path: v2/train_color.h5
+  - split: test
+    path: v2/val_color.h5
 - config_name: v1
   data_files:
   - split: train
@@ -15,4 +21,47 @@ configs:
 license: mit
 task_categories:
 - image-to-image
----
+---
+
+# scnn-watermark-removal dataset for classified house cleaning ads
+
+| name | tn  | ts   | val | size  | scales\* | augm\*\* | release    |
+| ---- | --- | ---- | --- | ----- | -------- | -------- | ---------- |
+| test | *1* | 77   | 1   | 69    | 4        | yes      | 2024-12-01 |
+| v1   | 477 | 9048 | 50  | 7,575 | ?        | no       | 2024-12-01 |
+| v2   | 48  | 2179 | 4   | 1,732 | 4        | no       | 2024-12-01 |
+| v3   | 48  | 876  | 6   | 723   | 1        | no       | 2024-12-01 |
+
+*\* 1: \[1]; 4: \[1, 0.9, 0.8, 0.7]*
+*\*\* # of augmentations performed on each patch*
+
+## Dataset Composition
+
+**Source Portals:**
+
+* ME Medellín
+* MR Colombia
+* KM Germany
+* OL International
+
+**Exclusion Criteria:** 
+
+* Watermark present
+* One dimension below 250 px
+
+**Post Processing:**
+
+* For most datasets width has been downsized to 460 px while maintaining aspect ratio
+
+### Total Collection (2024-12-01)
+
+| <u>Source</u>        | <u># Samples</u> |
+| -------------------- | ---------------- |
+| **ME Medellín**      | 276              |
+| **MR Colombia**      | 1,154            |
+| **KM Germany**       | 46               |
+| **OL International** | 153              |
+
+### mini\_test
+
+\* train picture not suited for real training. The purpose of this version is to test if the actual training will work