Update app.py

app.py

@@ -1,11 +1,10 @@
-from huggingface_hub import hf_hub_download
-from inference import YOLOv10
 import gradio as gr
 import cv2
 from huggingface_hub import hf_hub_download
 from gradio_webrtc import WebRTC
 from twilio.rest import Client
 import os
+from inference import YOLOv10
 
 model_file = hf_hub_download(
     repo_id="onnx-community/yolov10n", filename="onnx/model.onnx"
@@ -13,11 +12,6 @@ model_file = hf_hub_download(
 
 model = YOLOv10(model_file)
 
-def detection(image, conf_threshold=0.3):
-    image = cv2.resize(image, (model.input_width, model.input_height))
-    new_image = model.detect_objects(image, conf_threshold)
-    return new_image
-
 account_sid = os.environ.get("TWILIO_ACCOUNT_SID")
 auth_token = os.environ.get("TWILIO_AUTH_TOKEN")
 
@@ -33,15 +27,30 @@ if account_sid and auth_token:
 else:
     rtc_configuration = None
 
-css = """.my-group {max-width: 600px !important; max-height: 600px !important;}
-         .my-column {display: flex !important; justify-content: center !important; align-items: center !important;}"""
+
+def detection(image, conf_threshold=0.3):
+    image = cv2.resize(image, (model.input_width, model.input_height))
+    new_image = model.detect_objects(image, conf_threshold)
+    return cv2.resize(new_image, (500, 500))
+
+
+css = """.my-group {max-width: 600px !important; max-height: 600 !important;}
+                      .my-column {display: flex !important; justify-content: center !important; align-items: center !important};"""
+
 
 with gr.Blocks(css=css) as demo:
     gr.HTML(
         """
-        <h1 style='text-align: center'>
-        YOLOv10 Webcam Stream (Powered by WebRTC ⚡️)
-        </h1>
+    <h1 style='text-align: center'>
+    YOLOv10 Webcam Stream (Powered by WebRTC ⚡️)
+    </h1>
+    """
+    )
+    gr.HTML(
+        """
+        <h3 style='text-align: center'>
+        <a href='https://arxiv.org/abs/2405.14458' target='_blank'>arXiv</a> | <a href='https://github.com/THU-MIG/yolov10' target='_blank'>github</a>
+        </h3>
         """
     )
     with gr.Column(elem_classes=["my-column"]):