Update README.md

README.md

@@ -66,43 +66,38 @@ If you use this dataset or code, please cite:
 
 ## Examples
 
-### $\color{#185FA5}{\blacksquare}$ Flooded crop
+###  Flooded crop
 
 ![Flood events in six countries: Sentinel-2 and Sentinel-1 before and after, label and flood persistence](figures/example_flooded.png)
 
 Six chips from Niger, Pakistan, China, Brazil, Thailand and Greece, one per event. Columns: 
-Sentinel-2 before and after, Sentinel-1 VV before and after, the label ($\color{#185FA5}{\blacksquare}$ flooded crop, $\color{#639922}{\blacksquare}$ dry cropland
-, $\color{#BA7517}{\blacksquare}$ excluded crop, $\color{#D3D1C7}{\blacksquare}$ non-crop) and flood persistence, the share of valid Sentinel-1 overpasses in which each pixel was flooded. fc is the chip's flooded-cropland share.
+Sentinel-2 before and after, Sentinel-1 VV before and after, the label, and flood persistence, the share of valid Sentinel-1 overpasses in which each pixel was flooded. fc is the chip's flooded-cropland share.
 
-### $\color{#d7191c}{\blacksquare}$ Burnt crop
+###  Burnt crop
 
 ![Burn events in six countries: Sentinel-2 and Sentinel-1 before and after, label and dNBR severity](figures/example_burnt.png)
 
 Six chips from Ethiopia, India, China, Brazil, Vietnam and Turkey. Columns:
-Sentinel-2 before and after, Sentinel-1 before and after, the label ($\color{#d7191c}{\blacksquare}$ burned cropland, $\color{#1a9641}{\blacksquare}$ unburned
-cropland, $\color{#fdae61}{\blacksquare}$ excluded crop, $\color{#e8e8e8}{\blacksquare}$ non-cropland) and dNBR burn severity, from 0 (unburned) to 4
+Sentinel-2 before and after, Sentinel-1 before and after, the label, and dNBR burn severity, from 0 (unburned) to 4
 (high).
 
 
 ## Acknowledgments
 
-
 **Affiliated institutions:** 
 
+<div style="display: flex; justify-content: center; align-items: center; gap: 28px; flex-wrap: nowrap;">
+  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_1.png" alt="Institution 1" style="height: 80px; width: auto; max-width: 100%;">
+  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_2.png" alt="Institution 2" style="height: 80px; width: auto; max-width: 100%;">
+  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_3.png" alt="Institution 3" style="height: 80px; width: auto; max-width: 100%;">
+</div>
 
-<p align="center">
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_1.png" alt="Institution 1" height="40">
-  &nbsp;&nbsp;&nbsp;&nbsp;<img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_2.png" alt="Institution 2" height="40">
-  &nbsp;&nbsp;&nbsp;&nbsp;<img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_3.png" alt="Institution 3" height="30">
-</p>
-
-<p align="center">
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_4.png" alt="Institution 4" height="30">
-</p>
+<div style="display: flex; justify-content: center; align-items: center; margin-top: 16px;">
+  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_4.png" alt="Institution 4" style="height: 90px; width: auto; max-width: 100%;">
+</div>
 
-**Funding:** *This research was funded by NASA Disaster Program Grant number#* (to be added).
+**Funding:** *This research was funded by NASA Disaster Grant number#* (to be added).
 
-<p align="center">
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/funder.png" alt="Funder" height="90">
-</p>
+<div style="display: flex; justify-content: center; align-items: center; margin-top: 12px;">
+  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/funder.png" alt="Funder" style="height: 150px; width: auto; max-width: 100%;">
+</div>