micheller7171
commited on
Commit
·
247ad74
1
Parent(s):
891637b
Added Model Card
Browse files
README.md
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
---
|
4 |
+
|
5 |
+
## Model Card for butterfly_segmentation_unet
|
6 |
+
|
7 |
+
This model takes in an image of a butterfly (with or without body attached to wings) and segments out any existing hindwings and forewings, in addition to pictured equipment described below.
|
8 |
+
|
9 |
+
## Model Details
|
10 |
+
|
11 |
+
unet_butterflies_256_256.hdf5 is the butterfly segmentation model.
|
12 |
+
|
13 |
+
The segmentation model was trained on a dataset of 800 total images from the Jiggins, OM_STRI, and Monteiro datasets. The model architecture is based on a simple UNet architecture for multiclass classification.
|
14 |
+
|
15 |
+
## Model Description
|
16 |
+
|
17 |
+
Keras implementation of Butterfly UNet segmentation model. The model is responsible for taking an input image (256 x 256 x 3) and generating segmentation masks for all classes below that are found in the image.
|
18 |
+
|
19 |
+
### Segmentation Classes
|
20 |
+
- background
|
21 |
+
- generic
|
22 |
+
- right_forewing
|
23 |
+
- left_forewing
|
24 |
+
- right_hindwing
|
25 |
+
- left_hindwing
|
26 |
+
- ruler
|
27 |
+
- white_balance
|
28 |
+
- label
|
29 |
+
- color_card
|
30 |
+
- body
|
31 |
+
|
32 |
+
**Developed by:** Michelle Ramirez
|
33 |
+
|
34 |
+
## How to Get Started with the Model
|
35 |
+
|
36 |
+
To view applications of how to load in the model file and predict masks on images, please refer to [this github repository](https://github.com/Imageomics/wing-segmentation)
|