add readme and model weights

README.md

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 ---
 license: apache-2.0
 ---
+
+# Model for Predicting Car Orientation from Images
+
+### Description
+- **Repository:** [Car Orientation Prediction Repository](https://github.com/fort-cyber/car-orientation)
+- **Paper:** [Car Orientation Prediction Paper](https://www.mdpi.com/2079-9292/12/24/4947)
+
+### Model Description
+This model is a ConvNext architecture fine-tuned for predicting car orientations from images. It represents the top-performing model in our experiments from the CFV Dataset paper.
+
+It was pre-trained on ImageNet and fine-tuned on the CFV Dataset, consisting of 23K images of vehicles with diverse orientations.
+
+The model expects a batch of images with sizes 224x224 and will output a vector consisting of scalar values that represent the pitch angle in degrees.
+
+### Citation Information
+If you utilize this model for any project or research, please cite our paper:
+```
+@article{catruna2023car,
+  title={Car Full View Dataset: Fine-Grained Predictions of Car Orientation from Images},
+  author={Catruna, Andy and Betiu, Pavel and Tertes, Emanuel and Ghita, Vladimir and Radoi, Emilian and Mocanu, Irina and Dascalu, Mihai},
+  journal={Electronics},
+  volume={12},
+  number={24},
+  pages={4947},
+  year={2023},
+  publisher={MDPI}
+}
+```

convnext-multi-weak.pth

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