Classes | |
class | ImageEncoder |
Functions | |
def | _run_in_batches |
def | create_box_encoder |
def | extract_image_patch |
def | generate_detections |
def | main |
def | parse_args |
def generate_detections._run_in_batches | ( | f, | |
data_dict, | |||
out, | |||
batch_size | |||
) | [private] |
Definition at line 10 of file generate_detections.py.
def generate_detections.create_box_encoder | ( | model_filename, | |
input_name = "images" , |
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output_name = "features" , |
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batch_size = 32 |
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) |
Definition at line 98 of file generate_detections.py.
def generate_detections.extract_image_patch | ( | image, | |
bbox, | |||
patch_shape | |||
) |
Extract image patch from bounding box. Parameters ---------- image : ndarray The full image. bbox : array_like The bounding box in format (x, y, width, height). patch_shape : Optional[array_like] This parameter can be used to enforce a desired patch shape (height, width). First, the `bbox` is adapted to the aspect ratio of the patch shape, then it is clipped at the image boundaries. If None, the shape is computed from :arg:`bbox`. Returns ------- ndarray | NoneType An image patch showing the :arg:`bbox`, optionally reshaped to :arg:`patch_shape`. Returns None if the bounding box is empty or fully outside of the image boundaries.
Definition at line 24 of file generate_detections.py.
def generate_detections.generate_detections | ( | encoder, | |
mot_dir, | |||
output_dir, | |||
detection_dir = None |
|||
) |
Generate detections with features. Parameters ---------- encoder : Callable[image, ndarray] -> ndarray The encoder function takes as input a BGR color image and a matrix of bounding boxes in format `(x, y, w, h)` and returns a matrix of corresponding feature vectors. mot_dir : str Path to the MOTChallenge directory (can be either train or test). output_dir Path to the output directory. Will be created if it does not exist. detection_dir Path to custom detections. The directory structure should be the default MOTChallenge structure: `[sequence]/det/det.txt`. If None, uses the standard MOTChallenge detections.
Definition at line 118 of file generate_detections.py.
def generate_detections.main | ( | void | ) |
Definition at line 205 of file generate_detections.py.
def generate_detections.parse_args | ( | ) |
Parse command line arguments.
Definition at line 184 of file generate_detections.py.