View Source Bumblebee.Vision.ClipFeaturizer (Bumblebee v0.5.3)
CLIP featurizer for image data.
Configuration
:resize
- whether to resize the input to the given:size
. Defaults totrue
:size
- the size to resize the input to, either%{height: ..., width: ...}
or%{shortest_edge: ...}
. Only has an effect if:resize
istrue
. Defaults to%{shortest_edge: 224}
:resize_method
- the resizing method, either of:nearest
,:bilinear
,:bicubic
,:lanczos3
,:lanczos5
. Defaults to:bicubic
:center_crop
- whether to crop the input at the center. If the input size is smaller than:crop_size
along any edge, the image is padded with zeros and then center cropped . Defaults totrue
:crop_size
- the size to center crop the image to, given as%{height: ..., width: ...}
. Only has an effect if:center_crop
istrue
. Defaults to%{width: 224, height: 224}
:normalize
- whether or not to normalize the input with mean and standard deviation. Defaults totrue
:image_mean
- the sequence of mean values for each channel, to be used when normalizing images. Defaults to[0.485, 0.456, 0.406]
:image_std
- the sequence of standard deviations for each channel, to be used when normalizing images. Defaults to[0.229, 0.224, 0.225]