pablodawson/segment-anything-automatic 🖼️🔢 → 🖼️
About
SegmentAnything Model (SAM) automatic mask generator
Example Output
Output
Performance Metrics
10.53s
Prediction Time
10.66s
Total Time
All Input Parameters
{
"image": "https://replicate.delivery/pbxt/IbLtTz5PFfyk5W9GZCCKXyiyldxQyRGhmLlGo4zdCf2snIbW/chameleon.jpg",
"resize_width": 1080,
"box_nms_thresh": 0.7,
"crop_nms_thresh": 0.7,
"points_per_side": 32,
"pred_iou_thresh": 0.88,
"crop_overlap_ratio": 0.3413333333333333,
"min_mask_region_area": 30,
"stability_score_offset": 1,
"stability_score_thresh": 0.95,
"crop_n_points_downscale_factor": 1
}
Input Parameters
- image (required)
- Input image
- resize_width
- The width to resize the image to before running inference.
- crop_n_layers
- If >0, mask prediction will be run again on crops of the image. Sets the number of layers to run, where each layer has 2**i_layer number of image crops
- box_nms_thresh
- The box IoU cutoff used by non-maximal suppression to filter duplicate masks.
- crop_nms_thresh
- The box IoU cutoff used by non-maximal suppression to filter duplicate masks between different crops.
- points_per_side
- The number of points to be sampled along one side of the image. The total number of points is points_per_side**2. If None, point_grids must provide explicit point sampling.
- pred_iou_thresh
- A filtering threshold in [0,1], using the model's predicted mask quality.
- crop_overlap_ratio
- Sets the degree to which crops overlap. In the first crop layer, crops will overlap by this fraction of the image length. Later layers with more crops scale down this overlap.
- min_mask_region_area
- If >0, postprocessing will be applied to remove disconnected regions and holes in masks with area smaller than min_mask_region_area.
- stability_score_offset
- The amount to shift the cutoff when calculated the stability score.
- stability_score_thresh
- A filtering threshold in [0,1], using the stability of the mask under changes to the cutoff used to binarize the model's mask predictions.
- crop_n_points_downscale_factor
- The number of points-per-side sampled in layer n is scaled down by crop_n_points_downscale_factor**n.
Output Schema
Output
Version Details
- Version ID
14fbb04535964b3d0c7fad03bb4ed272130f15b956cbedb7b2f20b5b8a2dbaa0- Version Created
- April 5, 2023