Transformers
English
biology
CV
images
animals
image classification
fine-grained classification
birds
pets
interpretable
vision transformer
prompt tuning
explainable AI
interpretable machine learning
saliency map
dino
Instructions to use imageomics/Prompt-CAM with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use imageomics/Prompt-CAM with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("imageomics/Prompt-CAM", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Update model card: replace Coming soon with checkpoint download links
Browse files
README.md
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@@ -111,13 +111,13 @@ Each checkpoint is trained on the official training split of its respective data
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| Backbone | Dataset | Checkpoint |
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|----------|---------|------------|
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| DINO (ViT-B/16) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dino_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_cub.pt) |
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| DINO (ViT-B/16) | [Stanford Cars](https://ai.stanford.edu/~jkrause/cars/car_dataset.html) |
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| DINO (ViT-B/16) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) |
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| DINO (ViT-B/16) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) |
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| DINO (ViT-B/16) | [Birds-525](https://www.kaggle.com/datasets/gpiosenka/100-bird-species) |
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| DINOv2 (ViT-B/14) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) |
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| DINOv2 (ViT-B/14) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) |
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| DINOv2 (ViT-B/14) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) |
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### Training Procedure
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| Backbone | Dataset | Checkpoint |
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|----------|---------|------------|
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| DINO (ViT-B/16) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dino_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_cub.pt) |
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| DINO (ViT-B/16) | [Stanford Cars](https://ai.stanford.edu/~jkrause/cars/car_dataset.html) |
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| DINO (ViT-B/16) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) |
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| DINO (ViT-B/16) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) |
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| DINO (ViT-B/16) | [Birds-525](https://www.kaggle.com/datasets/gpiosenka/100-bird-species) |
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| DINOv2 (ViT-B/14) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) |
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| DINOv2 (ViT-B/14) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) |
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| DINOv2 (ViT-B/14) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) |
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#### Metrics
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| Backbone | Dataset | Checkpoint |
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|----------|---------|------------|
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| DINO (ViT-B/16) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dino_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_cub.pt) |
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| DINO (ViT-B/16) | [Stanford Cars](https://ai.stanford.edu/~jkrause/cars/car_dataset.html) | [Prompt_CAM_checkpoint_dino_car.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_car.pt) |
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| DINO (ViT-B/16) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) | [Prompt_CAM_checkpoint_dino_dog.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_dog.pt) |
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| DINO (ViT-B/16) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) | [Prompt_CAM_checkpoint_dino_pet.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_pet.pt) |
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| 117 |
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| DINO (ViT-B/16) | [Birds-525](https://www.kaggle.com/datasets/gpiosenka/100-bird-species) | [Prompt_CAM_checkpoint_dino_birds_525.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_birds_525.pt) |
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| 118 |
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| DINOv2 (ViT-B/14) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dinov2_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_cub.pt) |
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| 119 |
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| DINOv2 (ViT-B/14) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) | [Prompt_CAM_checkpoint_dinov2_dog.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_dog.pt) |
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| 120 |
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| DINOv2 (ViT-B/14) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) | [Prompt_CAM_checkpoint_dinov2_pet.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_pet.pt) |
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### Training Procedure
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| Backbone | Dataset | Checkpoint |
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|----------|---------|------------|
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| 194 |
| DINO (ViT-B/16) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dino_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_cub.pt) |
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| 195 |
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| DINO (ViT-B/16) | [Stanford Cars](https://ai.stanford.edu/~jkrause/cars/car_dataset.html) | [Prompt_CAM_checkpoint_dino_car.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_car.pt) |
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| 196 |
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| DINO (ViT-B/16) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) | [Prompt_CAM_checkpoint_dino_dog.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_dog.pt) |
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| 197 |
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| DINO (ViT-B/16) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) | [Prompt_CAM_checkpoint_dino_pet.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_pet.pt) |
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| 198 |
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| DINO (ViT-B/16) | [Birds-525](https://www.kaggle.com/datasets/gpiosenka/100-bird-species) | [Prompt_CAM_checkpoint_dino_birds_525.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dino_birds_525.pt) |
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| 199 |
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| DINOv2 (ViT-B/14) | [CUB-200-2011](https://www.vision.caltech.edu/datasets/cub_200_2011/) | [Prompt_CAM_checkpoint_dinov2_cub.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_cub.pt) |
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| 200 |
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| DINOv2 (ViT-B/14) | [Stanford Dogs](http://vision.stanford.edu/aditya86/ImageNetDogs/) | [Prompt_CAM_checkpoint_dinov2_dog.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_dog.pt) |
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| 201 |
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| DINOv2 (ViT-B/14) | [Oxford-IIIT Pet](https://www.robots.ox.ac.uk/~vgg/data/pets/) | [Prompt_CAM_checkpoint_dinov2_pet.pt](https://huggingface.co/imageomics/Prompt-CAM/resolve/main/Prompt_CAM_checkpoint_dinov2_pet.pt) |
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#### Metrics
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