-
Notifications
You must be signed in to change notification settings - Fork 599
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Add pairs_from_sequential.py script for creating image pairs
For faster SFM when using a video, or sequential images
- Loading branch information
1 parent
a9ee933
commit 9ffee6e
Showing
1 changed file
with
65 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,65 @@ | ||
import argparse | ||
import collections.abc as collections | ||
from pathlib import Path | ||
from typing import Optional, Union, List | ||
|
||
from . import logger | ||
from .utils.parsers import parse_image_lists | ||
from .utils.io import list_h5_names | ||
# based on https://github.com/hugoycj/light-hloc/blob/e518dbaa06b6b57e5663318cff237066ac26bd08/lighthloc/associators/pairs_from_sequance.py | ||
|
||
|
||
def main( | ||
output: Path, | ||
image_list: Optional[Union[Path, List[str]]] = None, | ||
features: Optional[Path] = None, | ||
overlap: Optional[int] = 10, | ||
quadratic_overlap: bool = True, | ||
): | ||
if image_list is not None: | ||
if isinstance(image_list, (str, Path)): | ||
print(image_list) | ||
names_q = parse_image_lists(image_list) | ||
elif isinstance(image_list, collections.Iterable): | ||
names_q = list(image_list) | ||
else: | ||
raise ValueError(f"Unknown type for image list: {image_list}") | ||
elif features is not None: | ||
names_q = list_h5_names(features) | ||
else: | ||
raise ValueError("Provide either a list of images or a feature file.") | ||
|
||
pairs = [] | ||
N = len(names_q) | ||
|
||
for i in range(N - 1): | ||
for j in range(i + 1, min(i + overlap + 1, N)): | ||
pairs.append((names_q[i], names_q[j])) | ||
|
||
if quadratic_overlap: | ||
q = 2 ** (j - i) | ||
if q > overlap and i + q < N: | ||
pairs.append((names_q[i], names_q[i + q])) | ||
|
||
logger.info(f"Found {len(pairs)} pairs.") | ||
with open(output, "w") as f: | ||
f.write("\n".join(" ".join([i, j]) for i, j in pairs)) | ||
|
||
|
||
if __name__ == "__main__": | ||
parser = argparse.ArgumentParser( | ||
description="Create a list of image pairs based on the sequence of images on alphabetic order" | ||
) | ||
parser.add_argument("--output", required=True, type=Path) | ||
parser.add_argument("--image_list", type=Path) | ||
parser.add_argument("--features", type=Path) | ||
parser.add_argument( | ||
"--overlap", type=int, default=10, help="Number of overlapping image pairs" | ||
) | ||
parser.add_argument( | ||
"--quadratic_overlap", | ||
action="store_true", | ||
help="Whether to match images against their quadratic neighbors.", | ||
) | ||
args = parser.parse_args() | ||
main(**args.__dict__) |