diff --git a/data/224/annotations/annotations_CH_test.json b/data/224/annotations/annotations_CH_test.json
index f284fbc847da4a0f4c76242a847cb4e77a251a90..033e8195314062f4bb92d95fac769e17af759876 100644
--- a/data/224/annotations/annotations_CH_test.json
+++ b/data/224/annotations/annotations_CH_test.json
@@ -1 +1,3 @@
-{"info": {"district": "LIDARPOLY", "description": "building footprints", "contributor": "RSulzer"}, "categories": [{"id": 100, "name": "building"}], "images": [{"id": 0, "file_name": "images/test/CH/0/image0_CH_test.tif", "image_path": "images/test/CH/0/image0_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar0_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153140.1]}, {"id": 1, "file_name": "images/test/CH/0/image1_CH_test.tif", "image_path": "images/test/CH/0/image1_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar1_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153196.1]}, {"id": 2, "file_name": "images/test/CH/0/image2_CH_test.tif", "image_path": "images/test/CH/0/image2_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar2_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153252.1]}, {"id": 3, "file_name": "images/test/CH/0/image3_CH_test.tif", "image_path": "images/test/CH/0/image3_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar3_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153308.1]}, {"id": 4, "file_name": "images/test/CH/0/image4_CH_test.tif", "image_path": "images/test/CH/0/image4_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar4_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153364.1]}, {"id": 5, "file_name": "images/test/CH/0/image5_CH_test.tif", "image_path": "images/test/CH/0/image5_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar5_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153420.1]}, {"id": 6, "file_name": "images/test/CH/0/image6_CH_test.tif", "image_path": "images/test/CH/0/image6_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar6_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153476.1]}, {"id": 7, "file_name": "images/test/CH/0/image7_CH_test.tif", "image_path": "images/test/CH/0/image7_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar7_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153532.1]}, {"id": 8, "file_name": "images/test/CH/0/image8_CH_test.tif", "image_path": "images/test/CH/0/image8_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar8_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153588.1]}, {"id": 9, "file_name": "images/test/CH/0/image9_CH_test.tif", "image_path": "images/test/CH/0/image9_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar9_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153644.1]}, {"id": 10, "file_name": "images/test/CH/0/image10_CH_test.tif", "image_path": "images/test/CH/0/image10_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar10_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153700.1]}, {"id": 11, "file_name": "images/test/CH/0/image11_CH_test.tif", "image_path": "images/test/CH/0/image11_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar11_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153756.1]}, {"id": 12, "file_name": "images/test/CH/0/image12_CH_test.tif", "image_path": "images/test/CH/0/image12_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar12_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153812.1]}, {"id": 13, "file_name": "images/test/CH/0/image13_CH_test.tif", "image_path": "images/test/CH/0/image13_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar13_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153868.1]}, {"id": 14, "file_name": "images/test/CH/0/image14_CH_test.tif", "image_path": "images/test/CH/0/image14_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar14_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153924.1]}, {"id": 15, "file_name": "images/test/CH/0/image15_CH_test.tif", "image_path": "images/test/CH/0/image15_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar15_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1153980.1]}, {"id": 16, "file_name": "images/test/CH/0/image16_CH_test.tif", "image_path": "images/test/CH/0/image16_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar16_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154036.1]}, {"id": 17, "file_name": "images/test/CH/0/image17_CH_test.tif", "image_path": "images/test/CH/0/image17_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar17_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154092.1]}, {"id": 18, "file_name": "images/test/CH/0/image18_CH_test.tif", "image_path": "images/test/CH/0/image18_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar18_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154148.1]}, {"id": 19, "file_name": "images/test/CH/0/image19_CH_test.tif", "image_path": "images/test/CH/0/image19_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar19_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154204.1]}, {"id": 20, "file_name": "images/test/CH/0/image20_CH_test.tif", "image_path": "images/test/CH/0/image20_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar20_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154260.1]}, {"id": 21, "file_name": "images/test/CH/0/image21_CH_test.tif", "image_path": "images/test/CH/0/image21_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar21_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154316.1]}, {"id": 22, "file_name": "images/test/CH/0/image22_CH_test.tif", "image_path": "images/test/CH/0/image22_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar22_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154372.1]}, {"id": 23, "file_name": "images/test/CH/0/image23_CH_test.tif", "image_path": "images/test/CH/0/image23_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar23_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154428.1]}, {"id": 24, "file_name": "images/test/CH/0/image24_CH_test.tif", "image_path": "images/test/CH/0/image24_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar24_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154484.1]}, {"id": 25, "file_name": "images/test/CH/0/image25_CH_test.tif", "image_path": "images/test/CH/0/image25_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar25_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154540.1]}, {"id": 26, "file_name": "images/test/CH/0/image26_CH_test.tif", "image_path": "images/test/CH/0/image26_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar26_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154596.1]}, {"id": 27, "file_name": "images/test/CH/0/image27_CH_test.tif", "image_path": "images/test/CH/0/image27_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar27_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154652.1]}, {"id": 28, "file_name": "images/test/CH/0/image28_CH_test.tif", "image_path": "images/test/CH/0/image28_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar28_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154708.1]}, {"id": 29, "file_name": "images/test/CH/0/image29_CH_test.tif", "image_path": "images/test/CH/0/image29_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar29_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154764.1]}, {"id": 30, "file_name": "images/test/CH/0/image30_CH_test.tif", "image_path": "images/test/CH/0/image30_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar30_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154820.1]}, {"id": 31, "file_name": "images/test/CH/0/image31_CH_test.tif", "image_path": "images/test/CH/0/image31_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar31_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154876.1]}, {"id": 32, "file_name": "images/test/CH/0/image32_CH_test.tif", "image_path": "images/test/CH/0/image32_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar32_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154932.1]}, {"id": 33, "file_name": "images/test/CH/0/image33_CH_test.tif", "image_path": "images/test/CH/0/image33_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar33_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1154988.1]}, {"id": 34, "file_name": "images/test/CH/0/image34_CH_test.tif", "image_path": "images/test/CH/0/image34_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar34_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155044.1]}, {"id": 35, "file_name": "images/test/CH/0/image35_CH_test.tif", "image_path": "images/test/CH/0/image35_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar35_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155100.1]}, {"id": 36, "file_name": "images/test/CH/0/image36_CH_test.tif", "image_path": "images/test/CH/0/image36_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar36_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155156.1]}, {"id": 37, "file_name": "images/test/CH/0/image37_CH_test.tif", "image_path": "images/test/CH/0/image37_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar37_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155212.1]}, {"id": 38, "file_name": "images/test/CH/0/image38_CH_test.tif", "image_path": "images/test/CH/0/image38_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar38_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155268.1]}, {"id": 39, "file_name": "images/test/CH/0/image39_CH_test.tif", "image_path": "images/test/CH/0/image39_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar39_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155324.1]}, {"id": 40, "file_name": "images/test/CH/0/image40_CH_test.tif", "image_path": "images/test/CH/0/image40_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar40_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155380.1]}, {"id": 41, "file_name": "images/test/CH/0/image41_CH_test.tif", "image_path": "images/test/CH/0/image41_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar41_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155436.1]}, {"id": 42, "file_name": "images/test/CH/0/image42_CH_test.tif", "image_path": "images/test/CH/0/image42_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar42_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155492.1]}, {"id": 43, "file_name": "images/test/CH/0/image43_CH_test.tif", "image_path": "images/test/CH/0/image43_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar43_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155548.1]}, {"id": 44, "file_name": "images/test/CH/0/image44_CH_test.tif", "image_path": "images/test/CH/0/image44_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar44_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155604.1]}, {"id": 45, "file_name": "images/test/CH/0/image45_CH_test.tif", "image_path": "images/test/CH/0/image45_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar45_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155660.1]}, {"id": 46, "file_name": "images/test/CH/0/image46_CH_test.tif", "image_path": "images/test/CH/0/image46_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar46_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155716.1]}, {"id": 47, "file_name": "images/test/CH/0/image47_CH_test.tif", "image_path": "images/test/CH/0/image47_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar47_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155772.1]}, {"id": 48, "file_name": "images/test/CH/0/image48_CH_test.tif", "image_path": "images/test/CH/0/image48_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar48_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155828.1]}, {"id": 49, "file_name": "images/test/CH/0/image49_CH_test.tif", "image_path": "images/test/CH/0/image49_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar49_CH_test.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [2532139.9, 1155884.1]}, {"id": 50, "file_name": "images/test/CH/0/image50_CH_test.tif", "image_path": "images/test/CH/0/image50_CH_test.tif", "lidar_path": "lidar/test/CH/0/lidar50_CH_test.copc.laz", "width": 224, "height": 224, 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diff --git a/data/224/annotations/annotations_CH_val.json b/data/224/annotations/annotations_CH_val.json
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diff --git a/data/224/annotations/annotations_NY_val.json b/data/224/annotations/annotations_NY_val.json
index dbcc50fab6259537e2dd8841351fa180bb609587..2917a1f1adb33c02f3968080b62f016ff3b53956 100644
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diff --git a/data/224/annotations/annotations_NZ_val.json b/data/224/annotations/annotations_NZ_val.json
index 65eeabda0c7ce9dad15fbd7d7c235ab52aa6a8b5..b220617c891c53a723f69bf12a1408c04548728a 100644
--- a/data/224/annotations/annotations_NZ_val.json
+++ b/data/224/annotations/annotations_NZ_val.json
@@ -1 +1,3 @@
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diff --git a/data/224/annotations/annotations_ffl_CH_val.json b/data/224/annotations/annotations_ffl_CH_val.json
index b36edf07985a6adacae22e811dbeb6c20d78b733..372cc7513c2b3bab20c573aea8191f29ed56541f 100644
--- a/data/224/annotations/annotations_ffl_CH_val.json
+++ b/data/224/annotations/annotations_ffl_CH_val.json
@@ -1 +1,3 @@
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+++ b/data/224/annotations/annotations_ffl_NY_val.json
@@ -1 +1,3 @@
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+++ b/data/224/annotations/annotations_ffl_NZ_val.json
@@ -1 +1,3 @@
-{"info": {"district": "LIDARPOLY", "description": "building footprints", "contributor": "RSulzer"}, "categories": [{"id": 100, "name": "building"}], "images": [{"id": 0, "file_name": "images/val/NZ/0/image0_NZ_val.tif", "image_path": "images/val/NZ/0/image0_NZ_val.tif", "lidar_path": "lidar/val/NZ/0/lidar0_NZ_val.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [1902790.3500000003, 5565489.675], "ffl_pt_path": "ffl/val/NZ/0/image0_NZ_val.pt"}, {"id": 1, "file_name": "images/val/NZ/0/image1_NZ_val.tif", "image_path": "images/val/NZ/0/image1_NZ_val.tif", "lidar_path": "lidar/val/NZ/0/lidar1_NZ_val.copc.laz", "width": 224, "height": 224, "res_x": 0.25, "res_y": 0.25, "top_left": [1902790.3500000003, 5565545.675], "ffl_pt_path": "ffl/val/NZ/0/image1_NZ_val.pt"}, {"id": 2, "file_name": "images/val/NZ/0/image2_NZ_val.tif", "image_path": "images/val/NZ/0/image2_NZ_val.tif", "lidar_path": "lidar/val/NZ/0/lidar2_NZ_val.copc.laz", "width": 224, "height": 224, 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