lowboonsiong commited on
Commit
0c42a1d
·
verified ·
1 Parent(s): 313e526

Upload 3 files

Browse files
Files changed (3) hide show
  1. app.py +37 -0
  2. best.pt +3 -0
  3. requirements.txt +2 -0
app.py ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from ultralytics import YOLO
2
+ from PIL import Image
3
+ import gradio as gr
4
+ from huggingface_hub import snapshot_download
5
+ import os
6
+
7
+ model_path = ""
8
+
9
+ def load_model(repo_id):
10
+ download_dir = snapshot_download(repo_id)
11
+ print(download_dir)
12
+ path = os.path.join(download_dir, "")
13
+ print(path)
14
+ detection_model = YOLO(path, task='detect')
15
+ return detection_model
16
+
17
+
18
+ def predict(pilimg):
19
+
20
+ source = pilimg
21
+ # x = np.asarray(pilimg)
22
+ # print(x.shape)
23
+ result = detection_model.predict(source, conf=0.5, iou=0.6)
24
+ img_bgr = result[0].plot()
25
+ out_pilimg = Image.fromarray(img_bgr[..., ::-1]) # RGB-order PIL image
26
+
27
+ return out_pilimg
28
+
29
+
30
+ REPO_ID = "ITI107-2024S2/7821983W-lowboonsiong"
31
+ detection_model = load_model(REPO_ID)
32
+
33
+ gr.Interface(fn=predict,
34
+ inputs=gr.Image(type="pil"),
35
+ outputs=gr.Image(type="pil")
36
+ ).launch(share=True)
37
+
best.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4d8e71d0f561b9fb7f569fddb711de769cc08a904d4e9282c6917b82165cd7c1
3
+ size 22512995
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ ultralytics
2
+ huggingface_hub