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.gitattributes

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 final_output.keras filter=lfs diff=lfs merge=lfs -text
+test_image.jpg filter=lfs diff=lfs merge=lfs -text

README.md

@@ -3,9 +3,12 @@ datasets:
 - natix-network-org/roadwork
 metrics:
 - accuracy
+- mcc
 base_model:
 - Ultralytics/YOLO11
----
+- natix-network-org/roadwork
+- tensorflow/efficientnetv2-b0
+,---
 # Model Card for Model ID
 
 <!-- Provide a quick summary of what the model is/does. -->
@@ -16,7 +19,7 @@ This modelcard aims to be a base template for new models. It has been generated
 
 ### Model Description
 
-<!-- Provide a longer summary of what this model is. -->
+    This model was built based on inception modules.
 
 
 
@@ -34,11 +37,13 @@ This modelcard aims to be a base template for new models. It has been generated
 
 - **Repository:** [More Information Needed]
 - **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Neede
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+d]
 
 ## Uses
 
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+    python run.py <image_path>
 
 ### Direct Use
 

run.py

@@ -130,13 +130,19 @@ def make_demo_image(size=IMG_SIZE):
 
 
 def load_image(path):
-    """Load an image from file. Returns PIL Image (RGB)."""
+    """Load an image from file. Returns PIL Image (RGB). Tries cwd, then script directory (DIR)."""
     from PIL import Image
 
-    path = Path(path)
-    if not path.exists():
-        raise FileNotFoundError(f"Image not found: {path}")
-    return Image.open(path).convert("RGB")
+    raw = Path(str(path).strip()).expanduser()
+    # 1) Relative to current working directory
+    p = raw.resolve()
+    if p.exists():
+        return Image.open(p).convert("RGB")
+    # 2) Fallback: same filename in script directory (e.g. roadwork-miner/test_image.jpg)
+    p = DIR / raw.name
+    if p.exists():
+        return Image.open(p).convert("RGB")
+    raise FileNotFoundError(f"Image not found: {raw} (tried cwd and {DIR})")
 
 
 def main():
@@ -145,7 +151,7 @@ def main():
         sys.exit(1)
 
     try:
-        input_image = load_image(sys.argv[1])
+        input_image = load_image(sys.argv[1].strip())
     except FileNotFoundError as e:
         print(e)
         sys.exit(1)