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----
-datasets:
-- print1Username/COS30082-Assignment-1
-language:
-- en
-- zh
-base_model:
-- microsoft/resnet-50
-pipeline_tag: image-classification
-tags:
-- image-classification
-- pytorch
-metrics:
-- accuracy
-library_name: timm
----
-
-<div align="center">
-
-[!\[English\]\(https://img.shields.io/badge/Language-English-blue?style=for-the-badge)](README.md)
-[!\[简体中文\]\(https://img.shields.io/badge/Language-%E7%AE%80%E4%BD%93%E4%B8%AD%E6%96%87-red?style=for-the-badge)](README.zh-CN.md)
-</div>
-
-# COS30082 Assignment 1 - Bird Species Classification
-
-## Model Description
-This is an image classification model trained to identify 200 different bird species from the Caltech-UCSD Birds 200 (CUB-200) dataset. This model was developed as part of the COS30082 Assignment 1.
-
-## Intended Use & Limitations
-- **Intended Use**: Academic purpose for predicting bird species based on images.
-- **Limitations**: The model is specifically trained on North American bird species included in the CUB-200 dataset. It may not perform well on bird species outside this dataset or in significantly different environments/lighting conditions.
-
-## Training Data
-The model was trained using the **Caltech-UCSD Birds 200 (CUB-200)** dataset, which contains photos of 200 bird species.
-- Dataset source: http://www.vision.caltech.edu/visipedia/CUB-200.html
-
-## Evaluation Results
-Based on the testing dataset provided, the model achieves the following performance metrics as required by the assignment guidelines:
-- **Top-1 accuracy**: 78.5%
-- **Average accuracy per class**: 77.2%
-
-## How to Use
-Here is how to load and use the model in PyTorch:
-
-```python
-import torch
-from huggingface_hub import hf_hub_download
-
-# Define your model architecture first
-# model = MyBirdClassifier()
-
-# Download and load the weights
-model_path = hf_hub_download(repo_id="print1Username/COS30082-Assignment-1-model", filename="bird_model.pth")
-model.load_state_dict(torch.load(model_path, map_location="cpu"))
-model.eval()
-```
-
-<div align="center">
-
-语言切换： [English](README.md) · [简体中文](README.zh-CN.md)
-</div>