Update README.md
Browse files
README.md
CHANGED
|
@@ -13,12 +13,15 @@ https://universe.roboflow.com/sams-sgift/pest-detection-qbalv
|
|
| 13 |
The dataset originally came with 7.3k images, but I narrowed it down to 2.5k images
|
| 14 |
Each class was pretty balanced for images, with ahids being the only one not in the 400s for photos
|
| 15 |
Below are the images per class:
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
|
|
|
|
|
|
|
|
|
| 22 |
Classes were reduced from 19 to 6 for better focus, classes were selected on how common its found in crops, and relevance to agriculture.
|
| 23 |
Annotation Process:
|
| 24 |
Dataset was reviewed and cleaned using roboflow, approximately reveiwed 50 images for annotations. Corrections like misidentified labels, or
|
|
@@ -41,19 +44,22 @@ Epochs: 50
|
|
| 41 |
Image size: 640x640
|
| 42 |
|
| 43 |
Evaluation Results:
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
mAP50
|
| 47 |
-
|
| 48 |
-
|
|
|
|
| 49 |
|
| 50 |
Per Class Performance (Average Precision):
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
|
|
|
|
|
|
| 57 |
|
| 58 |
|
| 59 |
|
|
|
|
| 13 |
The dataset originally came with 7.3k images, but I narrowed it down to 2.5k images
|
| 14 |
Each class was pretty balanced for images, with ahids being the only one not in the 400s for photos
|
| 15 |
Below are the images per class:
|
| 16 |
+
| Class | Image Count |
|
| 17 |
+
|-------------|------------|
|
| 18 |
+
| Ant | 497 |
|
| 19 |
+
| Aphid | 283 |
|
| 20 |
+
| Beetle | 413 |
|
| 21 |
+
| Caterpillar | 409 |
|
| 22 |
+
| Grasshopper | 483 |
|
| 23 |
+
| Weevil | 480 |
|
| 24 |
+
|
| 25 |
Classes were reduced from 19 to 6 for better focus, classes were selected on how common its found in crops, and relevance to agriculture.
|
| 26 |
Annotation Process:
|
| 27 |
Dataset was reviewed and cleaned using roboflow, approximately reveiwed 50 images for annotations. Corrections like misidentified labels, or
|
|
|
|
| 44 |
Image size: 640x640
|
| 45 |
|
| 46 |
Evaluation Results:
|
| 47 |
+
| Metric | Value |
|
| 48 |
+
|------------|-------|
|
| 49 |
+
| mAP50 | 0.676 |
|
| 50 |
+
| mAP50-95 | 0.345 |
|
| 51 |
+
| Precision | 0.726 |
|
| 52 |
+
| Recall | 0.659 |
|
| 53 |
|
| 54 |
Per Class Performance (Average Precision):
|
| 55 |
+
| Class | Average Precision (AP) |
|
| 56 |
+
|-------------|------------------------|
|
| 57 |
+
| Ant | 0.263 |
|
| 58 |
+
| Aphid | 0.176 |
|
| 59 |
+
| Beetle | 0.370 |
|
| 60 |
+
| Caterpillar | 0.172 |
|
| 61 |
+
| Grasshopper | 0.420 |
|
| 62 |
+
| Weevil | 0.675 |
|
| 63 |
|
| 64 |
|
| 65 |
|