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Browse files- README.md +44 -0
- config.json +23 -0
- model.safetensors +3 -0
README.md
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---
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base_model:
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- openai/clip-vit-base-patch32
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datasets:
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- tanganke/eurosat
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metrics:
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- accuracy
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---
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# Model Card
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## Model Details
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- Architecture: ViT-Base with patch size 32
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- Training Data: EuroSAT dataset
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## Training Details
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Adam Optimizer with a constant learning rate 1e-5 for 4000 steps training (batch_size=32).
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Only the vision encoder is fine-tuned.
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## Evaluation Results
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- pre-trained: 0.455623596906662
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- fine-tuned: 0.9906941652297974
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## Usage
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load vision model
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```python
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from transformers import CLIPVisionModel
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vision_model = CLIPVisionModel.from_pretrained('tanganke/clip-vit-base-patch32_eurosat')
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```
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substitute the vision encoder of clip
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```python
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from transformers import CLIPModel
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clip_model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32")
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clip_model.vision_model.load_state_dict(vision_model.vision_model.state_dict())
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```
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config.json
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{
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"_name_or_path": "results/clip-vit-base-patch32_eurosat/",
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"architectures": [
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"CLIPVisionModel"
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],
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"attention_dropout": 0.0,
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"dropout": 0.0,
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"hidden_act": "quick_gelu",
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"hidden_size": 768,
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"image_size": 224,
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"initializer_factor": 1.0,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"model_type": "clip_vision_model",
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"num_attention_heads": 12,
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"num_channels": 3,
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"num_hidden_layers": 12,
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"patch_size": 32,
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"projection_dim": 512,
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"torch_dtype": "float32",
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"transformers_version": "4.39.1"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:36e0a56cf1a475df2338b573a8eebebe3592f94404c324c1ee103cda390532a8
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size 349847824
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