From 7acbca69fc2175cb23fb4c312786647abe3f1204 Mon Sep 17 00:00:00 2001 From: Mathieu Beligon <mathieu@feedly.com> Date: Sat, 20 Feb 2021 19:39:54 -0500 Subject: [PATCH] [twitch] Adjust masks to hd --- dataset/tf_records/.gitignore | 1 - dataset/twitch/robots-views/.gitignore | 2 - dataset/twitch/runes/.gitignore | 2 - .../{aerial-views => v1/runes}/.gitignore | 0 .../dataset/scripts/move_aerial_views.py | 20 ---- src/research/dataset/twitch/README.md | 4 +- .../dataset/twitch/aerial_view_detector.py | 23 ----- .../dataset/twitch/mask_aerial_blue_2_hd.jpg | Bin 0 -> 22388 bytes .../dataset/twitch/mask_aerial_blue_hd.jpg | Bin 0 -> 34299 bytes .../dataset/twitch/mask_aerial_red_2_hd.jpg | Bin 0 -> 22391 bytes .../dataset/twitch/mask_aerial_red_hd.jpg | Bin 0 -> 34402 bytes src/research/dataset/twitch/mask_bonus.jpg | Bin 0 -> 47081 bytes src/research/dataset/twitch/mask_bonus_2.jpg | Bin 0 -> 51391 bytes src/research/dataset/twitch/mask_bonus_3.jpg | Bin 0 -> 49760 bytes src/research/dataset/twitch/mask_detector.py | 86 +++++++----------- .../dataset/twitch/mask_robot_view_hd.jpg | Bin 0 -> 47926 bytes src/research/dataset/twitch/resize_mask.py | 7 ++ .../dataset/twitch/robots_views_extractor.py | 16 ++-- src/research/tmp.py | 3 - 19 files changed, 53 insertions(+), 111 deletions(-) delete mode 100644 dataset/tf_records/.gitignore delete mode 100644 dataset/twitch/robots-views/.gitignore delete mode 100644 dataset/twitch/runes/.gitignore rename dataset/twitch/{aerial-views => v1/runes}/.gitignore (100%) delete mode 100644 src/research/dataset/scripts/move_aerial_views.py delete mode 100644 src/research/dataset/twitch/aerial_view_detector.py create mode 100644 src/research/dataset/twitch/mask_aerial_blue_2_hd.jpg create mode 100644 src/research/dataset/twitch/mask_aerial_blue_hd.jpg create mode 100644 src/research/dataset/twitch/mask_aerial_red_2_hd.jpg create mode 100644 src/research/dataset/twitch/mask_aerial_red_hd.jpg create mode 100644 src/research/dataset/twitch/mask_bonus.jpg create mode 100644 src/research/dataset/twitch/mask_bonus_2.jpg create mode 100644 src/research/dataset/twitch/mask_bonus_3.jpg create mode 100644 src/research/dataset/twitch/mask_robot_view_hd.jpg create mode 100644 src/research/dataset/twitch/resize_mask.py delete mode 100644 src/research/tmp.py diff --git a/dataset/tf_records/.gitignore b/dataset/tf_records/.gitignore deleted file mode 100644 index b9045fd..0000000 --- a/dataset/tf_records/.gitignore +++ /dev/null @@ -1 +0,0 @@ -*.record \ No newline at end of file diff --git a/dataset/twitch/robots-views/.gitignore b/dataset/twitch/robots-views/.gitignore deleted file mode 100644 index c96a04f..0000000 --- a/dataset/twitch/robots-views/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -* -!.gitignore \ No newline at end of file diff --git a/dataset/twitch/runes/.gitignore b/dataset/twitch/runes/.gitignore deleted file mode 100644 index c96a04f..0000000 --- a/dataset/twitch/runes/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -* -!.gitignore \ No newline at end of file diff --git a/dataset/twitch/aerial-views/.gitignore b/dataset/twitch/v1/runes/.gitignore similarity index 100% rename from dataset/twitch/aerial-views/.gitignore rename to dataset/twitch/v1/runes/.gitignore diff --git a/src/research/dataset/scripts/move_aerial_views.py b/src/research/dataset/scripts/move_aerial_views.py deleted file mode 100644 index 5b71f39..0000000 --- a/src/research/dataset/scripts/move_aerial_views.py +++ /dev/null @@ -1,20 +0,0 @@ -from shutil import move - -from skimage import io -from tqdm import tqdm - -from research.common.constants import TWITCH_DSET_DIR, TWITCH_ROBOTS_VIEWS_DIR -from research.dataset.twitch.aerial_view_detector import aerial_view_detector - -AERIAL_VIEWS_DIR = TWITCH_DSET_DIR / "aerial-views" - -AERIAL_VIEWS_DIR.mkdir(parents=True, exist_ok=True) - -if __name__ == "__main__": - n = 0 - for file_path in tqdm(list(TWITCH_ROBOTS_VIEWS_DIR.glob("*.jpg")), unit="image", desc="Moving aerial views"): - if aerial_view_detector.is_matching(io.imread(str(file_path))): - move(str(file_path), str(AERIAL_VIEWS_DIR / file_path.name)) - n += 1 - - print(f"Moved {n} images") diff --git a/src/research/dataset/twitch/README.md b/src/research/dataset/twitch/README.md index 00976f6..d1a360b 100644 --- a/src/research/dataset/twitch/README.md +++ b/src/research/dataset/twitch/README.md @@ -43,8 +43,8 @@ You have 2 options to download the videos: 3. Rename it using the video id on twitch, and place it in [dataset/twitch/videos](../../../../dataset/twitch/videos) 5. Launch the python script [../scripts/extract_robots_views_from_video.py](../scripts/extract_robots_views_from_video.py), with the video id as parameter (In Pycharm, `Run` > `Edit Configurations...`, then in parameters enter the id). You can put multiple video ids by separating them with spaces. -The frames will appear in the [dataset/twitch/robots-views](../../../../dataset/twitch/robots-views) folder. +The frames will appear in the [dataset/twitch/robots-views](../../../../dataset/twitch/robots-views-hd-decalees) folder. ## Aerial dataset -Once you have the robots views in the [dataset/twitch/robots-views](../../../../dataset/twitch/robots-views) folder, run the python script [../scripts/move_aerial_views.py](../scripts/move_aerial_views.py). It will put the aerial views in the [dataset/twitch/aerial-views](../../../../dataset/twitch/aerial-views) directory. +Once you have the robots views in the [dataset/twitch/robots-views](../../../../dataset/twitch/robots-views-hd-decalees) folder, run the python script [../scripts/move_aerial_views.py](../scripts/move_aerial_and_runes_views.py). It will put the aerial views in the [dataset/twitch/aerial-views](../../../../dataset/twitch/aerial-views) directory. diff --git a/src/research/dataset/twitch/aerial_view_detector.py b/src/research/dataset/twitch/aerial_view_detector.py deleted file mode 100644 index f1f0332..0000000 --- a/src/research/dataset/twitch/aerial_view_detector.py +++ /dev/null @@ -1,23 +0,0 @@ -from pathlib import Path - -from skimage import io - -from research.common.constants import TWITCH_DSET_DIR -from research.dataset.twitch.mask_detector import MaskDetector - -aerial_view_detector = MaskDetector( - Path(__file__).parent / "mask_aerial.jpg", - [ - (527, 528, 292, 297, 20), - (527, 531, 303, 303, 20), - (532, 537, 286, 287, 20), - (536, 541, 302, 303, 20), - (543, 544, 292, 297, 20), - (535, 535, 292, 297, 20), - ], -) - -if __name__ == "__main__": - for file_path in sorted((TWITCH_DSET_DIR / "robots-views").glob("*.jpg")): - if aerial_view_detector.is_matching(io.imread(str(file_path))): - 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Zone: - def __init__(self, x_min, x_max, y_min, y_max, threshold, active_pixels, image_mask): +DIR_PATH = Path(__file__).parent - self.pixels = [(x, y) for x, y in active_pixels if (y_min <= y <= y_max) and (x_min <= x <= x_max)] - self.mean_r = self.get_mean(0, image_mask) - self.mean_g = self.get_mean(1, image_mask) - self.mean_b = self.get_mean(2, image_mask) - self.threshold = threshold +class Mask: + def __init__(self, mask_file: Path, threshold: float): + self._threshold = threshold + mask_image = load_image(mask_file) + self._mask_coordinates = np.where(mask_image.max(axis=-1) > 40) + self._mask_values = mask_image[self._mask_coordinates].astype(np.int16) - def get_mean(self, color, img): - return sum([img[pix[0], pix[1]][color] for pix in self.pixels]) / len(self.pixels) + def match(self, image: Image) -> bool: + value = np.abs(self._mask_values - image[self._mask_coordinates]).mean() + # print(value) + return value <= self._threshold - def get_means(self, img): - mr, mg, mb = 0, 0, 0 - for pix in self.pixels: - p = img[pix[0], pix[1]] - mr += p[0] - mg += p[1] - mb += p[2] - n_pixels = len(self.pixels) - return mr / n_pixels, mg / n_pixels, mb / n_pixels +robot_view_mask_hd = Mask(DIR_PATH / "mask_robot_view_hd.jpg", 20) +aerial_view_mask_red_hd = Mask(DIR_PATH / "mask_aerial_red_hd.jpg", 15) +aerial_view_mask_red_2_hd = Mask(DIR_PATH / "mask_aerial_red_2_hd.jpg", 15) +aerial_view_mask_blue_hd = Mask(DIR_PATH / "mask_aerial_blue_hd.jpg", 15) +aerial_view_mask_blue_2_hd = Mask(DIR_PATH / "mask_aerial_blue_2_hd.jpg", 15) +bonus_view_mask_hd = Mask(DIR_PATH / "mask_bonus.jpg", 20) +bonus_2_view_mask_hd = Mask(DIR_PATH / "mask_bonus_2.jpg", 20) +bonus_3_view_mask_hd = Mask(DIR_PATH / "mask_bonus_3.jpg", 20) - def is_matching(self, frame: np.ndarray): - mean_r, mean_g, mean_b = self.get_means(frame) - return ( - math.sqrt(pow(mean_r - self.mean_r, 2) + pow(mean_g - self.mean_g, 2) + pow(mean_b - self.mean_b, 2)) - < self.threshold - ) - - -class MaskDetector: - def __init__(self, image_path: Path, zones_params: List[Tuple[int, int, int, int, int]]): - image_mask = cv2.imread(str(image_path)) - active_px = [ - (a, b) - for a in range(0, 720) - for b in range(0, 1280) - if ( - image_mask[a, b].any() - and int(image_mask[a, b][0]) + int(image_mask[a, b][1]) + int(image_mask[a, b][2]) > 50 - ) - ] - self.zones = [Zone(*zone_params, active_px, image_mask) for zone_params in zones_params] +def is_aerial_view(image: Image) -> bool: + return ( + aerial_view_mask_red_hd.match(image) + or aerial_view_mask_red_2_hd.match(image) + or aerial_view_mask_blue_hd.match(image) + or aerial_view_mask_blue_2_hd.match(image) + ) - def is_matching(self, frame: np.ndarray): - return all(zone.is_matching(frame) for zone in self.zones) +def has_bonus_icon(image: Image) -> bool: + return bonus_view_mask_hd.match(image) or bonus_2_view_mask_hd.match(image) or bonus_3_view_mask_hd.match(image) -robot_view_detector = MaskDetector( - Path(__file__).parent / 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a/src/research/dataset/twitch/robots_views_extractor.py b/src/research/dataset/twitch/robots_views_extractor.py index aa2b306..aa58f27 100644 --- a/src/research/dataset/twitch/robots_views_extractor.py +++ b/src/research/dataset/twitch/robots_views_extractor.py @@ -5,23 +5,27 @@ from tqdm import tqdm from polystar.frame_generators.fps_video_frame_generator import FPSVideoFrameGenerator from research.common.constants import TWITCH_DSET_DIR, TWITCH_ROBOTS_VIEWS_DIR -from research.dataset.twitch.mask_detector import is_image_from_robot_view +from research.dataset.twitch.mask_detector import has_bonus_icon, robot_view_mask_hd class RobotsViewExtractor: FPS = 2 + OFFSET_SECONDS = 3140 // 2 def __init__(self, video_name: str): self.video_name: str = video_name self.video_path = TWITCH_DSET_DIR / "videos" / f"{video_name}.mp4" - self.frame_generator: FPSVideoFrameGenerator = FPSVideoFrameGenerator(self.video_path, self.FPS) + self.frame_generator: FPSVideoFrameGenerator = FPSVideoFrameGenerator( + self.video_path, self.OFFSET_SECONDS, self.FPS + ) self.count = 0 (TWITCH_ROBOTS_VIEWS_DIR / self.video_name).mkdir(exist_ok=True) + self._progress_bar = None def run(self): self._progress_bar = tqdm( - enumerate(self.frame_generator.generate()), + enumerate(self.frame_generator.generate(), 1 + self.OFFSET_SECONDS * self.FPS), total=self._get_number_of_frames(), desc=f"Extracting robots views from video {self.video_name}.mp4", unit="frames", @@ -32,7 +36,7 @@ class RobotsViewExtractor: print(f"Detected {self.count} robots views") def _process_frame(self, frame: np.ndarray, frame_number: int): - if is_image_from_robot_view(frame): + if robot_view_mask_hd.match(frame) and not has_bonus_icon(frame): self._save_frame(frame, frame_number) self.count += 1 self._progress_bar.set_description( @@ -40,9 +44,7 @@ class RobotsViewExtractor: ) def _save_frame(self, frame: np.ndarray, frame_number: int): - cv2.imwrite( - f"{TWITCH_ROBOTS_VIEWS_DIR}/{self.video_name}/{self.video_name}-frame-{frame_number + 1:06}.jpg", frame - ) + cv2.imwrite(f"{TWITCH_ROBOTS_VIEWS_DIR}/{self.video_name}/{self.video_name}-frame-{frame_number:06}.jpg", frame) def _get_number_of_frames(self): return int(ffmpeg.probe(str(self.video_path))["format"]["duration"].split(".")[0]) * self.FPS diff --git a/src/research/tmp.py b/src/research/tmp.py deleted file mode 100644 index b30695e..0000000 --- a/src/research/tmp.py +++ /dev/null @@ -1,3 +0,0 @@ -from research.common.constants import DSET_DIR - -print(DSET_DIR) -- GitLab