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Sponsored by
Vmake Labs Video Enhancer
tonyassi / camera-lens-focal-length
Model's Last Updated: February 27 2024
image-classification
Introduction of camera-lens-focal-length
Model Details of camera-lens-focal-length
Camera Lens Focal Length
This model predicts the focal length that the camera lens used to capture an image. It takes in an image and returns one of the following labels:
- ULTRA-WIDE
- WIDE
- MEDIUM
- LONG-LENS
- TELEPHOTO
How to use
from transformers import pipeline
pipe = pipeline("image-classification", model="tonyassi/camera-lens-focal-length")
result = pipe('image.png')
print(result)
Dataset
Trained on a total of 5000 images. 1000 images from each label. Images were taken from popular Hollywood movies.
ULTRA-WIDE
WIDE
MEDIUM
LONG-LENS
TELEPHOTO
Model description
This model is a fine-tuned version of google/vit-base-patch16-224-in21k .
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 5
Framework versions
- Transformers 4.35.0
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
Runs of tonyassi camera-lens-focal-length on huggingface.co
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More Information About camera-lens-focal-length huggingface.co Model
Url of camera-lens-focal-length
camera-lens-focal-length huggingface.co Url
Provider of camera-lens-focal-length huggingface.co
Other API from tonyassi
Updated:January 30 2024
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