ingmarnitze commited on
Commit
819b078
1 Parent(s): 9e36523

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +35 -6
README.md CHANGED
@@ -1,7 +1,23 @@
1
  ---
2
  license: mit
 
 
 
 
 
 
 
3
  ---
4
- # Beaver dam and lodge detection model based on yolov8
 
 
 
 
 
 
 
 
 
5
 
6
  ## Info
7
  - Model file in pytorch format for ultralytics yolov8
@@ -9,6 +25,9 @@ license: mit
9
  - trained on aerial imagery from West and Northwest Alaska
10
  - More info: https://essd.copernicus.org/preprints/essd-2023-193/
11
 
 
 
 
12
  ## Related Code
13
  ### github
14
  https://github.com/initze/yolov8_object_detection/
@@ -19,9 +38,19 @@ RGB images
19
  ### Known and potential issues
20
  - false positives for curved shore areas
21
 
22
- ### Example
23
- #### Beaver Dams
24
- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/Sd5mcaQ-lpkeGie53gAWT.jpeg)
25
- #### Beaver Lodges
26
- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/JcY5SSTxCGpp_0Xv9d012.jpeg)
 
 
 
 
 
 
27
 
 
 
 
 
 
1
  ---
2
  license: mit
3
+ pipeline_tag: object-detection
4
+ tags:
5
+ - yolov8
6
+ - remote sensing
7
+ - aerial imagery
8
+ - beaver
9
+ - object detection
10
  ---
11
+ # This is a yolov8 based object detection model for beaver dams and lodges from aerial imagery
12
+ This is a semi-serious side-project to detect beaver dams and lodges from aerial imagery.
13
+ Beavers are expanding into Arctic regions, which can be even observed indirectly from space.
14
+ With very-high resolution data from UAV or airborne missions, we can try to map dams and lodges directly.
15
+
16
+ #### More cool information on beaver expansion into the Arctic:
17
+ * Tape, K. D., Clark, J. A., Jones, B. M., Kantner, S., Gaglioti, B. V., Grosse, G., & Nitze, I. (2022). Expanding beaver pond distribution in Arctic Alaska, 1949 to 2019. Scientific Reports, 12(1), 7123. https://doi.org/10.1038/s41598-022-09330-6
18
+ * Jones, B. M., Tape, K. D., Clark, J. A., Nitze, I., Grosse, G., & Disbrow, J. (2020). Increase in beaver dams controls surface water and thermokarst dynamics in an Arctic tundra region, Baldwin Peninsula, northwestern Alaska. Environmental Research Letters, 15(7), 075005. https://doi.org/10.1088/1748-9326/ab80f1
19
+ * Tape, K. D., Jones, B. M., Arp, C. D., Nitze, I., & Grosse, G. (2018). Tundra be dammed: Beaver colonization of the Arctic. Global Change Biology, 24(10), 4478–4488. https://doi.org/10.1111/gcb.14332
20
+
21
 
22
  ## Info
23
  - Model file in pytorch format for ultralytics yolov8
 
25
  - trained on aerial imagery from West and Northwest Alaska
26
  - More info: https://essd.copernicus.org/preprints/essd-2023-193/
27
 
28
+ - This model takes RGB aerial images in high spatial resolution, suhc as UAV or airborne imagery. It was trained on images from tundra regions in NW Alaska.
29
+ - Target objects were hand labelled with roboflow --> https://app.roboflow.com/awi-response/beaver-finder-vhr-imagery-a9hg9/
30
+
31
  ## Related Code
32
  ### github
33
  https://github.com/initze/yolov8_object_detection/
 
38
  ### Known and potential issues
39
  - false positives for curved shore areas
40
 
41
+ ## Classes
42
+ 1: beaver dam
43
+ 2: beaver lodge
44
+ 3: building (not great)
45
+ ## Input data
46
+
47
+ ## Examples
48
+
49
+ ### The good ones
50
+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/NRsfZ_tJsRU7kWW6X80cb.jpeg)
51
+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/6rimx_aHakwtbkegOvzC4.jpeg)
52
 
53
+ ### The bad ones
54
+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/tU70jjCWeD0fsXw3esu_X.jpeg)
55
+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/UWnXzbUFEGEtLCDEuFTBc.jpeg)
56
+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d21a586a61dce9699400e8/iffGBy-If5rbWzfELh5SI.jpeg)