A package to detect delivery persons in images using a fine-tuned ResNet-50 model.
Project description
Delivery Person Detection
A Python package to detect whether an image contains a delivery person using a fine-tuned ResNet-50 model.
Installation
You can install the package using pip:
pip install delivery-person
Note: Ensure that the delivery-person package is available on PyPI. If not, you can install it from the local directory as shown below.
Installing from Local Directory
Clone the repository or download the package files. Navigate to the package directory. Run:
pip install .
Usage
from delivery_person import DeliveryPersonDetector
# Initialize the detector
detector = DeliveryPersonDetector(
model_path='path/to/fine_tuned_resnet50_1.pth',
threshold=0.985, # Optional: Set your desired threshold (default is 0.985)
device='cuda' # Optional: 'cpu' or 'cuda' (default is auto-detected)
)
# Predict on an image
image_path = 'path/to/image.jpg'
predicted_label, predicted_prob = detector.predict_image(image_path)
print(f"Predicted Label: {predicted_label}")
print(f"Confidence: {predicted_prob:.2f}%")
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file delivery_person-0.1.0.tar.gz.
File metadata
- Download URL: delivery_person-0.1.0.tar.gz
- Upload date:
- Size: 3.3 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.0.1 CPython/3.12.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ae184b153f77a96f9b8f7ac82f7a2f7df977b25064213ff7625e22e6799e451a
|
|
| MD5 |
b87150afd43ee72422a3634afe495cd6
|
|
| BLAKE2b-256 |
34a694cee888a41ef7590f77c305a00cc2cac017ef10fbf1ddf9adb2356f00ca
|
File details
Details for the file delivery_person-0.1.0-py3-none-any.whl.
File metadata
- Download URL: delivery_person-0.1.0-py3-none-any.whl
- Upload date:
- Size: 3.7 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.0.1 CPython/3.12.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
243f4c643dc5584f537713d88b4c29a66acaa3176f4a75bade666455a3a9db44
|
|
| MD5 |
418ccc48b87a37c72d220c242611e107
|
|
| BLAKE2b-256 |
566388b05b10d74bae960590d5012285e657a2187c3da9c05c6818347c8b26e7
|