Download toolbox/mask_encoding.py from GF-John/sam3: direct link, hf CLI and curl.
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https://huggingface.co/spaces/GF-John/sam3/resolve/main/toolbox/mask_encoding.py
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hf download hf://spaces/GF-John/sam3/toolbox/mask_encoding.py
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curl -L -o mask_encoding.py https://huggingface.co/spaces/GF-John/sam3/resolve/main/toolbox/mask_encoding.py
1.56 kB
| import base64, os, io, random, time | |
| from PIL import Image | |
| import numpy as np | |
| def b64_mask_encode(mask_np_arr, tmp_dir = '/tmp/miro/mask_encoding/'): | |
| ''' | |
| turn a binary mask in numpy into a base64 string | |
| ''' | |
| mask_im = Image.fromarray(np.array(mask_np_arr).astype(np.uint8)*255) | |
| mask_im = mask_im.convert(mode = '1') # convert to 1bit image | |
| if not os.path.isdir(tmp_dir): | |
| print(f'b64_mask_encode: making tmp dir for mask encoding...') | |
| os.makedirs(tmp_dir) | |
| timestr = time.strftime("%Y%m%d-%H%M%S") | |
| hash_str = random.getrandbits(128) | |
| tmp_fname = tmp_dir + f'{timestr}_{hash_str}_mask.png' | |
| mask_im.save(tmp_fname) | |
| return base64.b64encode(open(tmp_fname, 'rb').read()) | |
| def b64_mask_decode(b64_string): | |
| ''' | |
| decode a base64 string back to a binary mask numpy array | |
| ''' | |
| im_bytes = base64.b64decode(b64_string) | |
| im_decode = Image.open(io.BytesIO(im_bytes)) | |
| return np.array(im_decode) | |
| def get_true_mask(mask_arr, im_w_h:tuple, x0, y0, x1, y1): | |
| ''' | |
| decode the mask of CM output to get a mask that's the same size as source im | |
| ''' | |
| if x0 > im_w_h[0] or x1 > im_w_h[0] or y0 > im_w_h[1] or y1 > im_w_h[1]: | |
| raise ValueError(f'get_true_mask: Xs and Ys exceeded im_w_h bound: {im_w_h}') | |
| if mask_arr.shape != (y1 - y0, x1 - x0): | |
| raise ValueError(f'get_true_mask: Bounding Box h: {y1-y0} w: {x1-x0} does not match mask shape: {mask_arr.shape}') | |
| w, h = im_w_h | |
| mask = np.zeros((h,w), dtype = np.uint8) | |
| mask[y0:y1, x0:x1] = mask_arr | |
| return mask | |