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README.md
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---
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license: mit
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tags:
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- image-classification
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- remote-sensing
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- resnet
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- pytorch
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- transformers
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---
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# RSP-ResNet-50
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ResNet-50 based model for remote sensing scene classification (51 classes).
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## Usage
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```python
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from transformers import AutoModelForImageClassification
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import torch
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# Load model
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model = AutoModelForImageClassification.from_pretrained(
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"BiliSakura/RSP-ResNet-50",
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trust_remote_code=True
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)
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# Inference
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model.eval()
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input_image = torch.randn(1, 3, 224, 224) # (batch, channels, height, width)
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with torch.no_grad():
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outputs = model(pixel_values=input_image)
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logits = outputs.logits # Shape: (1, 51)
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predicted_class = logits.argmax(dim=-1).item()
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```
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## Model Details
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- **Architecture:** ResNet-50
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- **Input size:** 224×224×3
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- **Number of classes:** 51
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- **Parameters:** ~23.6M
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## Citation
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```bibtex
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@misc{rsp-resnet-50,
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title={RSP-ResNet-50: Remote Sensing Scene Classification Model},
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author={BiliSakura},
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year={2024},
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howpublished={\url{https://huggingface.co/BiliSakura/RSP-ResNet-50}}
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}
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```
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