Added images to readme

README.md

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 ---
 license: mit
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+--- 
+
+# Description
+
+This scene was collected by the 224-band [AVIRIS sensor](http://aviris.jpl.nasa.gov/) over Salinas Valley, California, and is characterized by high spatial resolution (3.7-meter pixels). The area covered comprises 512 lines by 217 samples. As with Indian Pines scene, we discarded the 20 water absorption bands, in this case bands: [108-112], [154-167], 224. This image was available only as at-sensor radiance data. It includes vegetables, bare soils, and vineyard fields. Salinas groundtruth contains 16 classes.
+
+A small subscene of Salinas image, denoted Salinas-A, is usually used too. It comprises 86*83 pixels located within the same scene at [samples, lines] = [591-676, 158-240] and includes six classes.
+
+# Characteristics
+
+Groundtruth classes for the Salinas scene and their respective samples number.
+
+| #  | Class                      | Samples |
+|----|----------------------------|---------|
+| 1	 | Broccoli_green_weeds_1     | 2009    |
+| 2	 | Broccoli_green_weeds_2     | 3726    |
+| 3	 | Fallow                     | 1976    |
+| 4	 | Fallow_rough_plow          | 1394    |
+| 5	 | Fallow_smooth              | 2678    |
+| 6	 | Stubble                    | 3959    |
+| 7	 | Celery                     | 3579    |
+| 8	 | Grapes_untrained           | 11271   |
+| 9	 | Soil_vinyard_develop       | 6203    |
+| 10 | Corn_senesced_green_weeds  | 3278    |
+| 11 | Lettuce_romaine_4wk        | 1068    |
+| 12 | Lettuce_romaine_5wk        | 1927    |
+| 13 | Lettuce_romaine_6wk        | 916     |
+| 14 | Lettuce_romaine_7wk        | 1070    |
+| 15 | Vinyard_untrained          | 7268    |
+| 16 | Vinyard_vertical_trellis	  | 1807    |
+
+Groundtruth classes for the Salinas-A scene and their respective samples number
+
+| # | Class                     | Samples |
+|---|---------------------------|---------|
+| 1 | Broccoli_green_weeds_1    | 391     |
+| 2 | Corn_senesced_green_weeds | 1343    |
+| 3	| Lettuce_romaine_4wk       | 616     |
+| 4 | Lettuce_romaine_5wk       | 1525    |
+| 5 | Lettuce_romaine_6wk       | 674     |
+| 6 | Lettuce_romaine_7wk       | 799     |
+
+# Quick look
+
+<figure>
+    <img src= "assets/Salinas_170.png" alt="Salinas" width="300" />
+    <figcaption>Sample band of Salinas dataset.</figcaption>
+</figure>
+
+<figure>
+    <img src= "assets/Salinas_gt.png" alt="Salinas gt" width="300" />
+    <figcaption>Groundtruth of Salinas dataset.</figcaption>
+</figure>
+
+<figure>
+    <img src= "assets/SalinasA_170.png" alt="SalinasA" width="300" />
+    <figcaption>Sample band of Salinas-A dataset.</figcaption>
+</figure>
+
+<figure>
+    <img src= "assets/SalinasA_gt.png" alt="SalinasA gt" width="300" />
+    <figcaption>Groundtruth of Salinas-A dataset.</figcaption>
+</figure>
+
+# Credits
+
+This dataset was originally collected by Manuel Graña, Miguel-Angel Veganzones, Borja Ayerdi.
+
+The original link for the dataset is available below:
+
+https://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes