diff --git a/configs/dataset/ai4smallfarms.yaml b/configs/dataset/ai4smallfarms.yaml
index f0083ff..c728329 100644
--- a/configs/dataset/ai4smallfarms.yaml
+++ b/configs/dataset/ai4smallfarms.yaml
@@ -1,16 +1,15 @@
 _target_: pangaea.datasets.ai4smallfarms.AI4SmallFarms
 dataset_name: AI4SmallFarms
 root_path: ./data/ai4smallfarms
-dataverse_api_token: 753e72e8-c746-4860-9d0c-3aec872d888a
+download_url: https://phys-techsciences.datastations.nl
 auto_download: True
 
-img_size: 807
+img_size: 496
 multi_temporal: False
 multi_modal: False
-limited_label: False
 
 ignore_index: -1
-num_classes: 2
+num_classes: 1
 classes:
   - Background
   - Crop Field
@@ -52,4 +51,4 @@ data_min:
     - 1.0
     - 9.0
     - 1.0
-    - 66.0
+    - 66.0
\ No newline at end of file
diff --git a/pangaea/datasets/ai4smallfarms.py b/pangaea/datasets/ai4smallfarms.py
index 7e8c9b1..9e4e8e9 100644
--- a/pangaea/datasets/ai4smallfarms.py
+++ b/pangaea/datasets/ai4smallfarms.py
@@ -149,7 +149,7 @@ def download(self, silent=False):
             return
 
         # Set up the Dataverse API
-        base_url = "https://phys-techsciences.datastations.nl"
+        base_url = self.download_url
         api = NativeApi(base_url)
         data_api = DataAccessApi(base_url)
         DOI = "doi:10.17026/dans-xy6-ngg6"
@@ -205,19 +205,19 @@ def download(self, silent=False):
 
         # **Cleanup: Remove unwanted files and directories**
         unwanted_paths = [
-            os.path.join(dataset_config["root_path"], "easy-migration.zip"),
-            os.path.join(dataset_config["root_path"], "readme.md"),
+            os.path.join(self.root_path, "easy-migration.zip"),
+            os.path.join(self.root_path, "readme.md"),
             os.path.join(
-                dataset_config["root_path"], "sentinel-2-asia", "benchmark.qgz"
+                self.root_path, "sentinel-2-asia", "benchmark.qgz"
             ),
             os.path.join(
-                dataset_config["root_path"], "sentinel-2-asia", "tiles_asia.gpkg"
+                self.root_path, "sentinel-2-asia", "tiles_asia.gpkg"
             ),
-            os.path.join(dataset_config["root_path"], "sentinel-2-asia", "reference"),
+            os.path.join(self.root_path, "sentinel-2-asia", "reference"),
             os.path.join(
-                dataset_config["root_path"], "sentinel-2-asia", "test", "output"
+                self.root_path, "sentinel-2-asia", "test", "output"
             ),
-            os.path.join(dataset_config["root_path"], "sentinel-2-nl"),
+            os.path.join(self.root_path, "sentinel-2-nl"),
         ]
 
         # Remove unwanted files and directories
@@ -230,5 +230,7 @@ def download(self, silent=False):
                 if not silent:
                     print(f"Removed unwanted path: {path}")
 
+        os.rename(os.path.join(self.root_path, "sentinel-2-asia/validate"), os.path.join(self.root_path, "sentinel-2-asia/val"))
+
         if not silent:
-            print(f"Downloaded dataset to {dataset_config['root_path']}")
+            print(f"Downloaded dataset to {self.root_path}")