Upload 5 files

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+harry_potter_short.mp4 filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,78 @@
+import gradio as gr
+from ultralytics import YOLO
+from PIL import Image
+import cv2
+import tempfile
+
+# Load model
+model = YOLO("best.pt")
+
+# ---------------- IMAGE DETECTION ----------------
+def detect(image):
+    results = model.predict(image, conf=0.4, iou=0.5)
+    return results[0].plot()
+
+
+# ---------------- VIDEO DETECTION ----------------
+def detect_video(video):
+
+    input_path = video
+    output_path = tempfile.NamedTemporaryFile(suffix=".mp4", delete=False).name
+
+    cap = cv2.VideoCapture(input_path)
+
+    fps = cap.get(cv2.CAP_PROP_FPS)
+    width  = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
+    height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
+
+    fourcc = cv2.VideoWriter_fourcc(*"mp4v")
+    out = cv2.VideoWriter(output_path, fourcc, fps, (width, height))
+
+    while True:
+        ret, frame = cap.read()
+        if not ret:
+            break
+
+        results = model.predict(frame, conf=0.4, iou=0.5)
+        r = results[0]
+
+        frame = r.plot()
+        out.write(frame)
+
+    cap.release()
+    out.release()
+
+    return output_path
+
+
+# ---------------- UI ----------------
+image_ui = gr.Interface(
+    fn=detect,
+    inputs=gr.Image(type="pil", label="Upload Image"),
+    outputs=gr.Image(label="Detection Result"),
+    title="Spectacles and Teapots Object Detection - 4124139E",
+    description="Upload an image or choose any example at the bottom for object detection.",
+    examples=[
+        ["image_test1.jpg"],
+        ["image_test2.jpg"],
+   ], 
+    cache_examples=False,
+)
+
+video_ui = gr.Interface(
+    fn=detect_video,
+    inputs=gr.Video(label="Upload Video (.mp4)"),
+    outputs=gr.Video(label="Processed Video"),
+    title="Spectacles and Teapots Object Detection - 4124139E",
+    description="Upload a short video or choose any example at the bottom for object detection.",
+    examples=[
+        ["harry_potter_short.mp4"]
+    ]
+)
+
+demo = gr.TabbedInterface(
+    [image_ui, video_ui],
+    ["Images", "Video"]
+)
+
+demo.launch(server_name="0.0.0.0", server_port=7860)

harry_potter_short.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:351b6cc9af9d2ee206665c92d69f0d94a85059c90e014735a86d609903b61ad2
+size 40903103

requirements.txt

@@ -1,4 +1,6 @@
-transformers
-timm
-torch
-pillow
+ultralytics
+# huggingface_hub
+gradio
+opencv-python
+numpy
+Pillow