diff --git "a/app.ipynb" "b/app.ipynb"
--- "a/app.ipynb"
+++ "b/app.ipynb"
@@ -18,7 +18,7 @@
      "output_type": "stream",
      "text": [
       "Running on local URL:  http://127.0.0.1:7860\n",
-      "Running on public URL: https://791bc0246f844ee823.gradio.live\n",
+      "Running on public URL: https://9052d22b6a0325d9f4.gradio.live\n",
       "\n",
       "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
      ]
@@ -26,7 +26,7 @@
     {
      "data": {
       "text/html": [
-       "<div><iframe src=\"https://791bc0246f844ee823.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+       "<div><iframe src=\"https://9052d22b6a0325d9f4.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -47,318 +47,1007 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolov9/runs/train/exp/weights/best.pt'], source=/tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4, data=yolov9/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=cpu, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov9/runs/detect, name=664a80cf-ce01-4bde-a090-59a93c91e364, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n",
+      "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolov9/runs/train/exp/weights/best.pt'], source=/tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4, data=yolov9/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=cpu, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov9/runs/detect, name=b34c7ff7-9e16-4524-9e2f-ff9a0d347905, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n",
       "YOLO 🚀 v0.1-89-g93f1a28 Python-3.10.14 torch-2.3.0+cu121 CPU\n",
       "\n",
       "Fusing layers... \n",
       "yolov9-e summary: 839 layers, 68555524 parameters, 0 gradients, 240.7 GFLOPs\n",
-      "video 1/1 (1/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1617.8ms\n",
-      "video 1/1 (2/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1498.3ms\n",
-      "video 1/1 (3/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1423.7ms\n",
-      "video 1/1 (4/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1210.8ms\n",
-      "video 1/1 (5/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1229.1ms\n",
-      "video 1/1 (6/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1 truck, 1367.8ms\n",
-      "video 1/1 (7/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1 truck, 1486.9ms\n",
-      "video 1/1 (8/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1732.3ms\n",
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-      "video 1/1 (241/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1387.6ms\n",
-      "video 1/1 (242/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1442.2ms\n",
-      "video 1/1 (243/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1325.5ms\n",
-      "video 1/1 (244/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1350.5ms\n",
-      "video 1/1 (245/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1361.8ms\n",
-      "video 1/1 (246/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1337.1ms\n",
-      "video 1/1 (247/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1344.6ms\n",
-      "video 1/1 (248/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1401.4ms\n",
-      "video 1/1 (249/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1337.2ms\n",
-      "video 1/1 (250/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1346.8ms\n",
-      "video 1/1 (251/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1356.8ms\n",
-      "video 1/1 (252/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1353.3ms\n",
-      "video 1/1 (253/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1363.3ms\n",
-      "video 1/1 (254/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1442.7ms\n",
-      "video 1/1 (255/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1453.3ms\n",
-      "video 1/1 (256/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1341.0ms\n",
-      "video 1/1 (257/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1325.8ms\n",
-      "video 1/1 (258/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1348.7ms\n",
-      "video 1/1 (259/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1628.3ms\n",
-      "video 1/1 (260/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1498.0ms\n",
-      "video 1/1 (261/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1980.8ms\n",
-      "video 1/1 (262/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1738.5ms\n",
-      "video 1/1 (263/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1351.8ms\n",
-      "video 1/1 (264/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 2 cars, 1439.5ms\n",
-      "video 1/1 (265/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1331.8ms\n",
-      "video 1/1 (266/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1734.1ms\n",
-      "video 1/1 (267/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1780.9ms\n",
-      "video 1/1 (268/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1848.5ms\n",
-      "video 1/1 (269/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1778.2ms\n",
-      "video 1/1 (270/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1787.7ms\n",
-      "video 1/1 (271/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1798.7ms\n",
-      "video 1/1 (272/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1712.4ms\n",
-      "video 1/1 (273/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1781.3ms\n",
-      "video 1/1 (274/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1341.2ms\n",
-      "video 1/1 (275/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1402.7ms\n",
-      "video 1/1 (276/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1360.8ms\n",
-      "video 1/1 (277/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1362.1ms\n",
-      "video 1/1 (278/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1370.1ms\n",
-      "video 1/1 (279/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1383.0ms\n",
-      "video 1/1 (280/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1418.8ms\n",
-      "video 1/1 (281/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1352.0ms\n",
-      "video 1/1 (282/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1361.7ms\n",
-      "video 1/1 (283/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1533.7ms\n",
-      "video 1/1 (284/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1333.1ms\n",
-      "video 1/1 (285/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1775.2ms\n",
-      "video 1/1 (286/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1817.8ms\n",
-      "video 1/1 (287/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1314.1ms\n",
-      "video 1/1 (288/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1349.4ms\n",
-      "video 1/1 (289/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1344.9ms\n",
-      "video 1/1 (290/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1337.2ms\n",
-      "video 1/1 (291/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1378.6ms\n",
-      "video 1/1 (292/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1397.3ms\n",
-      "video 1/1 (293/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1336.6ms\n",
-      "video 1/1 (294/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1348.8ms\n",
-      "video 1/1 (295/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1324.5ms\n",
-      "video 1/1 (296/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1377.5ms\n",
-      "video 1/1 (297/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1351.6ms\n",
-      "video 1/1 (298/298) /tmp/gradio/96ee097452acb133f511bd6cb20730ac92412476/cut_a_2.mp4: 416x640 1 car, 1357.3ms\n",
-      "Speed: 0.7ms pre-process, 1475.3ms inference, 1.4ms NMS per image at shape (1, 3, 640, 640)\n",
-      "Results saved to \u001b[1myolov9/runs/detect/664a80cf-ce01-4bde-a090-59a93c91e364\u001b[0m\n"
+      "video 1/1 (1/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2038.8ms\n",
+      "video 1/1 (2/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2105.3ms\n",
+      "video 1/1 (3/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2051.0ms\n",
+      "video 1/1 (4/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2143.1ms\n",
+      "video 1/1 (5/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2079.4ms\n",
+      "video 1/1 (6/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1919.6ms\n",
+      "video 1/1 (7/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1972.4ms\n",
+      "video 1/1 (8/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2073.0ms\n",
+      "video 1/1 (9/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2108.6ms\n",
+      "video 1/1 (10/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2087.8ms\n",
+      "video 1/1 (11/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 car, 1 truck, 2125.0ms\n",
+      "video 1/1 (12/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 car, 1 truck, 1704.8ms\n",
+      "video 1/1 (13/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1702.9ms\n",
+      "video 1/1 (14/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 2 trucks, 2109.3ms\n",
+      "video 1/1 (15/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1781.2ms\n",
+      "video 1/1 (16/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 2 trucks, 2072.9ms\n",
+      "video 1/1 (17/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 2 trucks, 2109.4ms\n",
+      "video 1/1 (18/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1646.3ms\n",
+      "video 1/1 (19/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2023.4ms\n",
+      "video 1/1 (20/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1841.9ms\n",
+      "video 1/1 (21/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1638.9ms\n",
+      "video 1/1 (22/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2039.6ms\n",
+      "video 1/1 (23/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2073.2ms\n",
+      "video 1/1 (24/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1780.6ms\n",
+      "video 1/1 (25/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2010.9ms\n",
+      "video 1/1 (26/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1785.1ms\n",
+      "video 1/1 (27/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1617.7ms\n",
+      "video 1/1 (28/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1774.9ms\n",
+      "video 1/1 (29/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2084.6ms\n",
+      "video 1/1 (30/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1613.1ms\n",
+      "video 1/1 (31/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1602.7ms\n",
+      "video 1/1 (32/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1618.4ms\n",
+      "video 1/1 (33/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1713.2ms\n",
+      "video 1/1 (34/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1658.1ms\n",
+      "video 1/1 (35/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1600.8ms\n",
+      "video 1/1 (36/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1770.6ms\n",
+      "video 1/1 (37/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2027.5ms\n",
+      "video 1/1 (38/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2069.4ms\n",
+      "video 1/1 (39/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2107.0ms\n",
+      "video 1/1 (40/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1880.4ms\n",
+      "video 1/1 (41/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2026.3ms\n",
+      "video 1/1 (42/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2092.7ms\n",
+      "video 1/1 (43/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2146.9ms\n",
+      "video 1/1 (44/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2104.7ms\n",
+      "video 1/1 (45/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2082.9ms\n",
+      "video 1/1 (46/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2086.7ms\n",
+      "video 1/1 (47/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1910.0ms\n",
+      "video 1/1 (48/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1625.1ms\n",
+      "video 1/1 (49/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2113.3ms\n",
+      "video 1/1 (50/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1983.2ms\n",
+      "video 1/1 (51/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1750.0ms\n",
+      "video 1/1 (52/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2185.5ms\n",
+      "video 1/1 (53/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2232.1ms\n",
+      "video 1/1 (54/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2177.2ms\n",
+      "video 1/1 (55/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2247.4ms\n",
+      "video 1/1 (56/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2192.8ms\n",
+      "video 1/1 (57/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2106.2ms\n",
+      "video 1/1 (58/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2118.4ms\n",
+      "video 1/1 (59/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2101.1ms\n",
+      "video 1/1 (60/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1863.2ms\n",
+      "video 1/1 (61/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2227.4ms\n",
+      "video 1/1 (62/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1990.5ms\n",
+      "video 1/1 (63/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1882.9ms\n",
+      "video 1/1 (64/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1988.0ms\n",
+      "video 1/1 (65/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1918.2ms\n",
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+      "video 1/1 (891/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1466.6ms\n",
+      "video 1/1 (892/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1650.0ms\n",
+      "video 1/1 (893/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1513.8ms\n",
+      "video 1/1 (894/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1485.6ms\n",
+      "video 1/1 (895/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1844.4ms\n",
+      "video 1/1 (896/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1619.1ms\n",
+      "video 1/1 (897/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1505.3ms\n",
+      "video 1/1 (898/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1645.0ms\n",
+      "video 1/1 (899/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1849.8ms\n",
+      "video 1/1 (900/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1474.5ms\n",
+      "video 1/1 (901/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1541.7ms\n",
+      "video 1/1 (902/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1545.7ms\n",
+      "video 1/1 (903/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1575.1ms\n",
+      "video 1/1 (904/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1469.6ms\n",
+      "video 1/1 (905/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1481.5ms\n",
+      "video 1/1 (906/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1485.9ms\n",
+      "video 1/1 (907/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1482.4ms\n",
+      "video 1/1 (908/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1539.2ms\n",
+      "video 1/1 (909/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1636.6ms\n",
+      "video 1/1 (910/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1476.7ms\n",
+      "video 1/1 (911/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1542.2ms\n",
+      "video 1/1 (912/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1496.8ms\n",
+      "video 1/1 (913/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1643.9ms\n",
+      "video 1/1 (914/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1555.9ms\n",
+      "video 1/1 (915/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1508.1ms\n",
+      "video 1/1 (916/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1497.5ms\n",
+      "video 1/1 (917/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1634.5ms\n",
+      "video 1/1 (918/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1644.7ms\n",
+      "video 1/1 (919/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1476.0ms\n",
+      "video 1/1 (920/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1484.9ms\n",
+      "video 1/1 (921/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1491.9ms\n",
+      "video 1/1 (922/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1619.5ms\n",
+      "video 1/1 (923/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1505.0ms\n",
+      "video 1/1 (924/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1476.7ms\n",
+      "video 1/1 (925/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1487.0ms\n",
+      "video 1/1 (926/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1515.1ms\n",
+      "video 1/1 (927/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1532.0ms\n",
+      "video 1/1 (928/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1481.7ms\n",
+      "video 1/1 (929/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1471.5ms\n",
+      "video 1/1 (930/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1525.1ms\n",
+      "video 1/1 (931/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1765.9ms\n",
+      "video 1/1 (932/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1522.9ms\n",
+      "video 1/1 (933/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1531.9ms\n",
+      "video 1/1 (934/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1500.8ms\n",
+      "video 1/1 (935/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1504.0ms\n",
+      "video 1/1 (936/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1500.3ms\n",
+      "video 1/1 (937/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1581.2ms\n",
+      "video 1/1 (938/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1481.7ms\n",
+      "video 1/1 (939/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1591.1ms\n",
+      "video 1/1 (940/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1530.0ms\n",
+      "video 1/1 (941/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1752.4ms\n",
+      "video 1/1 (942/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1472.5ms\n",
+      "video 1/1 (943/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1580.0ms\n",
+      "video 1/1 (944/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1584.8ms\n",
+      "video 1/1 (945/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1596.0ms\n",
+      "video 1/1 (946/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1480.7ms\n",
+      "video 1/1 (947/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1588.2ms\n",
+      "video 1/1 (948/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1490.1ms\n",
+      "video 1/1 (949/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1493.6ms\n",
+      "video 1/1 (950/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1554.9ms\n",
+      "video 1/1 (951/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1490.6ms\n",
+      "video 1/1 (952/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1639.3ms\n",
+      "video 1/1 (953/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1678.1ms\n",
+      "video 1/1 (954/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1489.3ms\n",
+      "video 1/1 (955/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1501.9ms\n",
+      "video 1/1 (956/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1830.9ms\n",
+      "video 1/1 (957/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1894.3ms\n",
+      "video 1/1 (958/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1609.2ms\n",
+      "video 1/1 (959/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1491.1ms\n",
+      "video 1/1 (960/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1539.2ms\n",
+      "video 1/1 (961/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1528.9ms\n",
+      "video 1/1 (962/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1728.8ms\n",
+      "video 1/1 (963/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1562.7ms\n",
+      "video 1/1 (964/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1467.0ms\n",
+      "video 1/1 (965/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1532.1ms\n",
+      "video 1/1 (966/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1564.3ms\n",
+      "video 1/1 (967/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1683.1ms\n",
+      "video 1/1 (968/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1466.6ms\n",
+      "video 1/1 (969/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1507.3ms\n",
+      "video 1/1 (970/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1790.6ms\n",
+      "video 1/1 (971/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1670.0ms\n",
+      "video 1/1 (972/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1677.2ms\n",
+      "video 1/1 (973/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1694.9ms\n",
+      "video 1/1 (974/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1955.2ms\n",
+      "video 1/1 (975/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2294.5ms\n",
+      "video 1/1 (976/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2022.6ms\n",
+      "video 1/1 (977/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2200.8ms\n",
+      "video 1/1 (978/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2316.1ms\n",
+      "video 1/1 (979/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 2006.3ms\n",
+      "video 1/1 (980/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1569.7ms\n",
+      "video 1/1 (981/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 car, 1 truck, 1632.9ms\n",
+      "video 1/1 (982/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 car, 1 truck, 1564.7ms\n",
+      "video 1/1 (983/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1694.8ms\n",
+      "video 1/1 (984/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1506.2ms\n",
+      "video 1/1 (985/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1516.4ms\n",
+      "video 1/1 (986/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1492.3ms\n",
+      "video 1/1 (987/987) /tmp/gradio/0137f0bcbdfc3952c4635c46f2a84ed9f5de3492/tresa.mp4: 384x640 1 truck, 1598.7ms\n",
+      "Speed: 0.9ms pre-process, 1926.3ms inference, 2.6ms NMS per image at shape (1, 3, 640, 640)\n",
+      "Results saved to \u001b[1myolov9/runs/detect/b34c7ff7-9e16-4524-9e2f-ff9a0d347905\u001b[0m\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "yolov9/runs/detect/664a80cf-ce01-4bde-a090-59a93c91e364/cut_a_2.mp4\n"
+      "yolov9/runs/detect/b34c7ff7-9e16-4524-9e2f-ff9a0d347905/tresa.mp4\n"
      ]
     }
    ],
@@ -397,10 +1086,21 @@
     "            img_input = [gr.PlayableVideo(label=\"Input Image\", autoplay=True,  width=300, height=300)]\n",
     "            pred_outputs = [gr.PlayableVideo(label=\"Output Image\",width=640, autoplay=True, height=640)]\n",
     "        \n",
-    "        image_button = gr.Button(\"Predict\")\n",
-    "        image_button.click(inference, inputs=img_input, outputs=pred_outputs)\n",
+    "        gr.Markdown(\"## Examples\")\n",
+    "\n",
+    "        with gr.Row(): \n",
+    "            gr.Examples([ 'cut_a_2.mp4',\n",
+    "                            'cut_b_1.mp4',\n",
+    "                            'tresa.mp4'\n",
+    "                         ], \n",
+    "                        inputs=img_input, fn=inference)\n",
+    "        \n",
+    "            image_button = gr.Button(\"Predict\")\n",
+    "            image_button.click(inference, inputs=img_input, outputs=pred_outputs)\n",
     "\n",
     "    with gr.Tab(\"Image\"):\n",
+    "        \n",
+    "        \n",
     "        gr.Markdown(\n",
     "            \"\"\"\n",
     "            Upload image file and detect vehicles present in the image\n",
@@ -409,9 +1109,43 @@
     "        with gr.Row():\n",
     "            img_input = [gr.Image(type=\"filepath\",label=\"Input Image\",width=300, height=300)]\n",
     "            pred_outputs = [gr.Image(label=\"Output Image\",width=640, height=640)]\n",
+    "\n",
+    "        gr.Markdown(\"## Examples\")\n",
+    "\n",
+    "        with gr.Row(): \n",
+    "            gr.Examples([ \n",
+    "                         'rohan.jpg',\n",
+    "                         'lamborghini-aventador-2932196_1280.jpg', \n",
+    "                         '0KL1ICR33YYZ.jpg',\n",
+    "                         '0RVD53V60NOM.jpg',\n",
+    "                         '0RW4I2NTAH8K.jpg',\n",
+    "                         '1CSLEJ2UJD3G.jpg',\n",
+    "                         '1E4CD5K13UXO.jpg',\n",
+    "                         '2.jpg',\n",
+    "                         'truck.jpg',\n",
+    "                         '3BXRTQZ70A7M.jpg',\n",
+    "                         '3GVLVIQ2J4P2.jpg',\n",
+    "                         '3RIYE11PE0VK.jpg',\n",
+    "                         '4AS6VDRS3Y07.jpg',\n",
+    "                         '4DM206U83T3B.jpg',\n",
+    "                         '05U2U2R2K6DN.jpg',\n",
+    "                         '6LBV93O0MWUY.jpg',\n",
+    "                         '6MFW23QQFW3E.jpg',\n",
+    "                         '6V4OYHB47QOX.jpg',\n",
+    "                         '6VOUS49LKRLI.jpg',\n",
+    "                         '6VOUS49LKRLI.jpg',\n",
+    "                         '7L1KFQDNLCBY.jpg',\n",
+    "                         '23BNPRMYV2RT.jpg',\n",
+    "                         '24IHCQ74TBML.jpg',\n",
+    "                         '38EE8ZBTSGD1.jpg',\n",
+    "                         '05U2U2R2K6DN.jpg',\n",
+    "                         '0KL1ICR33YYZ.jpg'\n",
+    "                         ], \n",
+    "                        inputs=img_input, fn=inference)\n",
+    "            image_button = gr.Button(\"Predict\")\n",
+    "            image_button.click(inference, inputs=img_input, outputs=pred_outputs)\n",
+    "\n",
     "        \n",
-    "        image_button = gr.Button(\"Predict\")\n",
-    "        image_button.click(inference, inputs=img_input, outputs=pred_outputs)\n",
     "\n",
     "\n",
     "\n",