diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..af423ef --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,50 @@ +name: New Release +on: + workflow_dispatch: + push: + branches: + - main +jobs: + semantic_release: + runs-on: ubuntu-latest + concurrency: semantic_release + permissions: + id-token: write + contents: write + + steps: + - name: Checkout code + uses: actions/checkout@v3 + with: + fetch-depth: 0 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: '3.11' + + - name: Install Poetry + run: | + curl -sSL https://install.python-poetry.org | python3 - + echo "${HOME}/.local/bin" >> $GITHUB_PATH + + - name: Install dependencies + run: poetry install + + - name: Set PYTHONPATH to subdirectory sdcat + run: echo "PYTHONPATH=." >> $GITHUB_ENV + - name: Check release status + id: release-status + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + pip install python-semantic-release + ########################################################################## + # Add a --noop flag to check without releasing if adding pypi to next steps + ########################################################################## + if semantic-release --strict version + then + echo "Releasing new version." + else + echo "Skipping release steps." + fi \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..ddf5f0a --- /dev/null +++ b/.gitignore @@ -0,0 +1,59 @@ +# Checkpoings +checkpoints/ + +# CoTracker source +co-tracker/ + +# Diagrams +*.graffle + +# Log files +*.log + +# Secrets +.env + +# Model weights +*.pt + +# test data +examples/data/ +*.tar.gz + +# Pycharm +.idea/ + +# Node artifact files +node_modules/ +dist/ + +# Compiled Python bytecode +*.py[cod] + +# JetBrains IDE +.idea/ + +# Unit test reports +TEST*.xml + +# Generated by MacOS +.DS_Store + +# Generated by Windows +Thumbs.db + +# Applications +*.app +*.exe +*.war + +# Large media files +*.mp4 +*.tiff +*.avi +*.flv +*.mov +*.wmv + +#Mkdocs +docs/site diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..a0cf709 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1 @@ +# CHANGELOG diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..e395ca3 --- /dev/null +++ b/LICENSE @@ -0,0 +1,399 @@ +Attribution-NonCommercial 4.0 International + +======================================================================= + +Creative Commons Corporation ("Creative Commons") is not a law firm and +does not provide legal services or legal advice. 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For +the avoidance of doubt, this paragraph does not form part of the +public licenses. + +Creative Commons may be contacted at creativecommons.org. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..f6709b4 --- /dev/null +++ b/README.md @@ -0,0 +1,23 @@ +# Tracker based on BioClip and CoTracker3 + +# Installation + +```bash +poetry install +``` + +# Run the tracker on a sample video + +```bash +export PYTHONPATH=. && poetry run python examples/video.py +``` + +Should see a window with the video and the tracked points, something simiar to this: + +![video](https://github.com/mbari-org/biotrack/blob/main/examples/data/video/V4318_20201208T203419Z_h264_tl_3_biotrack.gif) + + +# References + +- [BioClip](https://imageomics.github.io/bioclip/) +- [CoTracker3](https://cotracker3.github.io/) \ No newline at end of file diff --git a/biotrack/__init__.py b/biotrack/__init__.py new file mode 100644 index 0000000..8b3b843 --- /dev/null +++ b/biotrack/__init__.py @@ -0,0 +1,2 @@ +# biotrack/__init__.py +__version__ = "0.1.0" \ No newline at end of file diff --git a/biotrack/__main__.py b/biotrack/__main__.py new file mode 100644 index 0000000..3140390 --- /dev/null +++ b/biotrack/__main__.py @@ -0,0 +1,37 @@ +# biotrack, Apache-2.0 license +# Filename: __main__.py +# Description: Main entry point for the biotrack command line interface +from datetime import datetime +from pathlib import Path + +import click +import sys + +from biotrack.logger import create_logger_file, info, err +from biotrack import __version__ + +sys.path.insert(0, str(Path(__file__).parent.parent)) + + +create_logger_file("biotrack") +default_data_path = Path(__file__).parent / "testdata" + + +@click.group(context_settings={"help_option_names": ["-h", "--help"]}) +@click.version_option(__version__, "-V", "--version", message="%(prog)s, version %(version)s") +def cli(): + """ + Track video from a command line. + """ + pass + + +if __name__ == "__main__": + try: + start = datetime.now() + cli() + end = datetime.now() + info(f"Done. Elapsed time: {end - start} seconds") + except Exception as e: + err(f"Exiting. Error: {e}") + exit(-1) diff --git a/biotrack/assoc.py b/biotrack/assoc.py new file mode 100644 index 0000000..156130b --- /dev/null +++ b/biotrack/assoc.py @@ -0,0 +1,29 @@ +# biotrack, Apache-2.0 license +# Filename: biotrack/tracker/assoc.py +# Description: Track association functions + +import numpy as np +from scipy.spatial.distance import cdist + +from biotrack.logger import debug + +def associate(detection_pts, detection_emb, tracker_pts, tracker_emb, alpha: float = 0.8) -> np.ndarray: + if len(detection_pts) == 0 or len(tracker_pts) == 0: + return [100.0 * np.ones(len(detection_pts), dtype=float)] + + debug("=======================") + debug(f"detection_pts: {detection_pts}") + debug("=======================") + debug(f"tracker_pts: {tracker_pts}") + debug("=======================") + debug(f"detection_emb: {detection_emb.shape}") + debug("=======================") + debug(f"tracker_emb: {tracker_emb.shape}") + # Calculate Euclidean distance and Cosine distance + D_E = np.round(100 * cdist(detection_pts, tracker_pts, metric="euclidean")) + D_C = cdist(detection_emb, tracker_emb, metric="cosine") + np.nan_to_num(D_C, copy=False, nan=0.0) + D_C = np.round(100 * D_C) + D_combined = alpha * D_E + (1 - alpha) * D_C + debug(f"D_E: {D_E} - D_C: {D_C} D_combined: {D_combined}") + return D_combined diff --git a/biotrack/batch_utils.py b/biotrack/batch_utils.py new file mode 100644 index 0000000..99ca30d --- /dev/null +++ b/biotrack/batch_utils.py @@ -0,0 +1,65 @@ +from pathlib import Path + + +def find_files(directory: Path, extensions: list): + files = list(directory.rglob("*")) + valid_files = [f for f in files if f.suffix in extensions] + return valid_files + + +def media_to_stack(media_path: Path, frame_count=None, resize=None): + import imageio + import numpy as np + import cv2 + + frames = [] + + if not media_path.exists(): + print(f"{media_path} does not exist") + return None, 0 + + if media_path.is_dir(): # Assumes images + valid_extensions = [".jpg", ".jpeg", ".png"] + files = list(media_path.rglob("*")) + valid_files = [f for f in files if f.suffix in valid_extensions] + if len(valid_files) == 0: + print(f"No valid files found in {media_path}") + return None, 0 + + for f in valid_files: + print(f"Processing {f}") + im = cv2.imread(str(f)) + if resize: + im = cv2.resize(im, resize) + frames.append(np.array(im)) + else: # Assumes video file + try: + reader = imageio.get_reader(media_path.as_posix()) + except Exception as e: + print(f"Error opening video file: {e}") + return None, 0 + + for i, im in enumerate(reader): + if frame_count is not None and i >= frame_count: + break + if resize: + im = cv2.resize(im, resize) + frames.append(np.array(im)) + + num_frames = len(frames) + video_chunk = np.stack(frames) + # frames = torch.tensor(frames, dtype=torch.float32).permute(0, 3, 1, 2) #/ 255.0 + # video_chunk = frames.unsqueeze(0) # Shape: (B, T, C, H, W) + # video_chunk = video_chunk + + return video_chunk, num_frames + + +if __name__ == "__main__": + from pathlib import Path + + # Get the path to the parent directory of this file + parent_dir = Path(__file__).parent.parent.parent / "data" / "video" + media_path = parent_dir / "V4318_20201208T203419Z_h264_tl_3.mp4" + + video, num_frames = media_to_stack(media_path, frame_count=3, resize=(640, 360)) diff --git a/biotrack/embedding.py b/biotrack/embedding.py new file mode 100644 index 0000000..1d3a7eb --- /dev/null +++ b/biotrack/embedding.py @@ -0,0 +1,79 @@ +# biotrack, Apache-2.0 license +# Filename: biotrack/tracker/embedding.py +# Description: Miscellaneous functions for computing VIT embeddings and caching them. + +from PIL import Image +import numpy as np +import torch +from typing import List +import open_clip +from open_clip import tokenizer + +from biotrack.logger import info, err + + +class ViTWrapper: + MODEL_NAME = "ViT-B-16" + PRETRAINED = "openai" + VECTOR_DIMENSIONS = 1024 # 512 for image, 512 for text + + def __init__(self, device: str = "cpu", batch_size: int = 8): + self.batch_size = batch_size + self.model, _, self.process = open_clip.create_model_and_transforms(self.MODEL_NAME, pretrained=self.PRETRAINED) + self.tokenizer = tokenizer + + # Load the model and processor + if "cuda" in device and torch.cuda.is_available(): + device_num = int(device.split(":")[-1]) + info(f"Using GPU device {device_num}") + torch.cuda.set_device(device_num) + self.device = "cuda" + self.model.to("cuda") + else: + self.device = "cpu" + + @property + def model_name(self) -> str: + return self.model.config._name_or_path + + +def compute_embedding_vits(vit_wrapper: ViTWrapper, images: List[str], text: List[str]): + """ + Compute the embedding for the given images + :param vit_wrapper: Wrapper for the ViT model + :param images: List of image filenames + :param text: List of text strings to embed + :param device: Device to use for the computation (cpu or cuda:0, cuda:1, etc.) + :return: List of embeddings in the same order as the input images + """ + batch_size = 8 + + # Batch process the images + batches = [images[i : i + batch_size] for i in range(0, len(images), batch_size)] + + # Store the embeddings in a list + all_embeddings = [] + for batch in batches: + try: + images = [Image.open(filename).convert("RGB") for filename in batch] + inputs = [vit_wrapper.process(image) for image in images] + image_input = torch.tensor(np.stack(inputs)) + text_tokens = vit_wrapper.tokenizer.tokenize(["This is " + t for t in text]) + + with torch.no_grad(): + image_features = vit_wrapper.model.encode_image(image_input).float() + text_features = vit_wrapper.model.encode_text(text_tokens).float() + + # Concatenate the image and text features + batch_embeddings = torch.cat([image_features, text_features], dim=1).cpu().numpy() + + # Save the embeddings + for emb, filename in zip(batch_embeddings, batch): + emb = emb.astype(np.float32) + all_embeddings.append(emb) + except Exception as e: + err(f"Error processing {batch}: {e}") + raise e + + # Return the embeddings + return all_embeddings diff --git a/biotrack/logger/__init__.py b/biotrack/logger/__init__.py new file mode 100644 index 0000000..0a33c45 --- /dev/null +++ b/biotrack/logger/__init__.py @@ -0,0 +1,123 @@ +# biotrack, Apache-2.0 license +# Filename: biotrack/logger/__init__.py +# Description: Logs to both a file and the console. The file is named with the current date. + +import logging +import os +from pathlib import Path +from datetime import datetime as dt, timezone + +LOGGER_NAME = "biotrack" +DEBUG = True + + +class _Singleton(type): + """A metaclass that creates a Singleton base class when called.""" + + _instances = {} # type: ignore + + def __call__(cls, *args, **kwargs): + if cls not in cls._instances: + cls._instances[cls] = super(_Singleton, cls).__call__(*args, **kwargs) + return cls._instances[cls] + + +class Singleton(_Singleton("SingletonMeta", (object,), {})): + pass + + +class CustomLogger(Singleton): + logger = None + if os.getenv("ENVIRONMENT") and os.getenv("ENVIRONMENT").upper() == "TESTING": + output_path = Path("logs") + else: + output_path = Path.home() / "biotrack" / "logs" + + def __init__(self, output_path: Path = Path.cwd(), output_prefix: str = LOGGER_NAME): + """ + Initialize the logger + """ + self.logger = logging.getLogger(LOGGER_NAME) + self.logger.setLevel(logging.DEBUG) + self.output_path = output_path + self.output_path.mkdir(parents=True, exist_ok=True) + formatter = logging.Formatter("%(asctime)s %(levelname)s %(message)s") + + # default log file date to today + now = dt.now(timezone.utc) + + # log to file + self.log_filename = output_path / f"{output_prefix}_{now:%Y%m%d}.log" + handler = logging.FileHandler(self.log_filename, mode="w") + handler.setFormatter(formatter) + handler.setLevel(logging.INFO) + self.logger.addHandler(handler) + + # also log to console + console = logging.StreamHandler() + console.setLevel(logging.DEBUG) + console.setFormatter(formatter) + self.logger.addHandler(console) + + self.logger.info(f"Logging to {self.log_filename}") + + def loggers(self) -> logging.Logger: + return self.logger + + +def create_logger_file(prefix: str = "biotrack"): + """ + Create a logger file + :param log_path: Path to the log file + """ + ENVIRONMENT = str(os.getenv("ENVIRONMENT")) + if ENVIRONMENT and ENVIRONMENT.upper() == "TESTING": + log_path = Path("logs") + else: + log_path = Path.home() / "biotrack" / "logs" + # Check if can write to the log path, and if not revert to system temp + try: + log_path.mkdir(parents=True, exist_ok=True) + test_file = log_path / "test.txt" + test_file.touch() + test_file.unlink() + except PermissionError: + import tempfile + + temp_dir = tempfile.gettempdir() + log_path = Path(temp_dir) / "biotrack" / "logs" + + # create the log directory if it doesn't exist + log_path.mkdir(parents=True, exist_ok=True) + return CustomLogger(log_path, prefix) + + +def custom_logger() -> logging.Logger: + """ + Get the logger + """ + return logging.getLogger(LOGGER_NAME) + + +def err(s: str): + custom_logger().error(s) + + +def info(s: str): + custom_logger().info(s) + + +def debug(s: str): + custom_logger().debug(s) + + +def warn(s: str): + custom_logger().warning(s) + + +def exception(s: str): + custom_logger().exception(s) + + +def critical(s: str): + custom_logger().critical(s) diff --git a/biotrack/track.py b/biotrack/track.py new file mode 100644 index 0000000..84507e1 --- /dev/null +++ b/biotrack/track.py @@ -0,0 +1,76 @@ +# biotrack, Apache-2.0 license +# Filename: biotrack/tracker/track.py +# Description: Basic track object to contain and update tracks +from biotrack.logger import info, debug +import numpy as np + + +class Track: + def __init__(self, label: str, pt: np.array, emb: np.array, frame: int, x_scale: float, y_scale: float, max_empty_frame: int = 5, max_frames: int = 60, id: int = 0): + info(f"Creating tracker {id} at frame {frame} with point {pt} and emb {emb.shape}. Max empty frame {max_empty_frame} Max frames {max_frames}") + self.max_empty_frame = max_empty_frame + self.max_frames = max_frames + self.id = id + self.pt = {frame: pt} + self.label = {frame: label} + self.emb = emb + self.start_frame = frame + self.last_updated_frame = frame + self.x_scale = x_scale + self.y_scale = y_scale + + @property + def track_id(self): + return self.id + + @property + def embedding(self): + return self.emb + + def is_closed(self, frame_num: int) -> bool: + is_closed = (frame_num - self.last_updated_frame + 1) >= self.max_empty_frame or len(self.pt) >= self.max_frames + debug(f"Tracker {self.id} is_closed {is_closed} frame_num {frame_num} last_updated_frame {self.last_updated_frame} max_empty_frame {self.max_empty_frame} max_frames {self.max_frames}") + return is_closed + + @property + def last_update_frame(self): + return self.last_updated_frame + + def get_point_label(self, frame_num: int, rescale=True) -> (np.array, str): + if frame_num not in self.pt.keys(): + return None, None + pt = self.pt[frame_num] + label = self.label[frame_num] + if rescale: + pt[0] *= self.x_scale + pt[1] *= self.y_scale + return pt, label + + def predict(self) -> np.array: + return self.pt[self.last_updated_frame] + + def update(self, label: str, pt: np.array, emb: np.array, frame_num: int) -> None: + if self.is_closed(frame_num): + debug(f"Tracker {self.id} has a gap from {self.last_updated_frame} to {frame_num} or more than max_frames {self.max_frames}") + return + + # If updating the same last_updated_frame, replace the point + if frame_num == self.last_updated_frame: + info(f"Updating tracker {self.id} at frame {frame_num} with point {pt}") + self.pt[frame_num] = pt + self.label[frame_num] = label + # If there is a valid embedding, update it + if len(emb) > 0: + self.emb = emb + return + + # If adding in a new last_updated_frame, add the point + self.pt[frame_num] = pt + self.label[frame_num] = label + if len(emb) > 0: + self.emb = emb + self.last_updated_frame = frame_num + pts_pretty = [f"{pt[0]:.2f},{pt[1]:.2f},{label}" for pt, label in zip(self.pt.values(), self.label.values())] + best_label = max(set(self.label.values()), key=list(self.label.values()).count) + total_frames = len(self.pt) + info(f"Updating tracker {self.id} total_frames {total_frames} updated start {self.start_frame} to {self.last_updated_frame} {pts_pretty} with label {best_label}") diff --git a/biotrack/tracker.py b/biotrack/tracker.py new file mode 100644 index 0000000..75cc9f2 --- /dev/null +++ b/biotrack/tracker.py @@ -0,0 +1,247 @@ +# biotrack, Apache-2.0 license +# Filename: biotrack/tracker/tracker.py +# Description: Main tracker class for tracking objects with points, label and embeddings using the CoTracker model and BioClip ViT embeddings +import cv2 +from pathlib import Path + +from PIL import Image + +import torch +import piexif +from typing import List, Dict, Tuple +import numpy as np +from cotracker.predictor import CoTrackerPredictor +from biotrack.assoc import associate +from biotrack.embedding import ViTWrapper, compute_embedding_vits +from biotrack.track import Track +from biotrack.logger import create_logger_file, info, debug + +DEFAULT_DEVICE = "cuda" if torch.cuda.is_available() else "mps" if torch.backends.mps.is_available() else "cpu" + + +class BioTracker: + def __init__(self, image_width: int, image_height: int): + self.logger = create_logger_file() + self.image_width = image_width + self.image_height = image_height + self.model_width = 640 + self.model_height = 360 + self.x_scale = image_width / self.model_width + self.y_scale = image_height / self.model_height + self.open_trackers: List[Track] = [] + self.closed_trackers: List[Track] = [] + self.next_track_id = 0 # Unique ID for new tracks + model = torch.hub.load("facebookresearch/co-tracker", "cotracker3_online") + self.offline_model = CoTrackerPredictor(checkpoint=None) + self.offline_model.model = model.model + self.offline_model.step = model.model.window_len // 2 + if DEFAULT_DEVICE == "cuda": + self.offline_model.model = self.offline_model.model.cuda() + + # Initialize the model for computing crop embeddings + self.vit_wrapper = ViTWrapper(device=DEFAULT_DEVICE) + + def update_trackers(self, frame_num: int, points: List[np.array], embeddings: List[np.array], **kwargs): + """ + Update the tracker with new detections and crops + :param frame_num: the starting frame number of the batch + :param points: points in the format [[x1,y1],[x2,y2],[[x1,y1],[x2,y2],[x3,y3...] + a collection of detections detected in each last_updated_frame. + :param embeddings: a numpy array of embeddings in the format [[emb1],[emb2],[emb3]...] + :param kwargs: + :return: + """ + info(f"Updating tracks with {len(points)} points in frames batch starting at {frame_num}") + + labels = kwargs.get("labels", []) + max_cost = kwargs.get("max_cost", 50) + t_pts = np.zeros((len(self.open_trackers), 2)) + t_emb = np.zeros((len(self.open_trackers), ViTWrapper.VECTOR_DIMENSIONS)) + d_emb = embeddings + + # If there are no detections, return + if len(points) == 0: + return + + open_tracks = [t for t in self.open_trackers if not t.is_closed(frame_num)] + info(f"Updating {len(open_tracks)} open tracks") + + # Get predicted detections and embeddings from existing trackers + for i, t in enumerate(open_tracks): + t_pts[i] = t.predict() + # Normalize the detections 0-1 based on the model size + t_pts[i][0] = t_pts[i][0] / self.model_width + t_pts[i][1] = t_pts[i][1] / self.model_height + t_emb[i] = t.embedding + + # Normalize the detections 0-1 based on the model size, and convert to numpy array + points = np.array(points) + points[:, 0] = points[:, 0] / self.model_width + points[:, 1] = points[:, 1] / self.model_height + d_emb = np.array(d_emb) + + # Associate the new detections with the existing tracks + costs = associate(detection_pts=points, detection_emb=d_emb, tracker_pts=t_pts, tracker_emb=t_emb) + + for cost, point, emb, label in zip(costs, points, d_emb, labels): + match = np.argmin(cost, axis=0) + # Denormalize the detections + point[0] = point[0] * self.model_width + point[1] = point[1] * self.model_height + best_cost = cost[match] + if len(open_tracks) > 0: + info(f"Match {match} all costs {cost} for point {point} num trackers {len(open_tracks)}") + if cost[match] < max_cost: + if len(open_tracks) > 0 and match < len(open_tracks): + info(f"Found match {match} with cost {best_cost} for point {point}") + info(f"Found match to track id {open_tracks[match].track_id} cost {best_cost} for point {point}") + open_tracks[match].update(label, point, emb, frame_num) + else: + info(f"Match too high {best_cost} > {max_cost}; creating new track {self.next_track_id} for point {point}") + self.open_trackers.append(Track(label, point, emb, frame_num, self.x_scale, self.y_scale, id=self.next_track_id)) + self.next_track_id += 1 + else: + self.open_trackers.append(Track(label, point, emb, frame_num, self.x_scale, self.y_scale, id=self.next_track_id)) + self.next_track_id += 1 + + # Close any tracks ready to close + i = len(self.open_trackers) + for t in reversed(self.open_trackers): + i -= 1 + if t.is_closed(frame_num): + info(f"Closing track {t.track_id}") + self.closed_trackers.append(t) + self.open_trackers.pop(i) + + def update_batch(self, frame_range: Tuple[int, int], frames: List[np.array], detections: Dict, **kwargs): + """ + Update the tracker with new frames and detections + :param frame_range: a tuple of the starting and ending frame numbers + :param frames: a list of frames in the format [frame1, frame2, frame3...] + :param detections: dictionary of detections in the format {["x": x, "y": y, "crop_path": crop_path, "frame": frame]} + :param kwargs: + :return: + """ + det_query = {} + crop_query = {} + for d in detections: + if not Path(d["crop_path"]).exists(): + continue + + image = cv2.imread(d["crop_path"]) + gray_crop = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) + (min_val, max_val, min_loc, max_loc) = cv2.minMaxLoc(gray_crop) + + # Extract originating bounding box from EXIF UserComment tag + # This is the box the crop was extracted from in the raw image + bbox = None + with Image.open(d["crop_path"]) as img: + exif_dict = img._getexif() + if exif_dict is not None: + user_comment = exif_dict[piexif.ExifIFD.UserComment] + user_comment = user_comment.decode("utf-8") + if user_comment.startswith("bbox:"): + bbox_str = user_comment.split("bbox:")[1] + bbox = eval(bbox_str) + + # Should never get here unless something is wrong + if bbox is None: + raise ValueError(f"No bounding box found in {d['crop_path']}") + + x, y = max_loc + # Actual size of the crop which is rescaled to 224x224 - this is used to find + # the top left x, y in the original image for the query + scale = (bbox[2] - bbox[0]) / 224 + x = x * scale + y = y * scale + x += bbox[0] + y += bbox[1] + # Adjust the x, y to the model scale + x /= self.x_scale + y /= self.y_scale + frame_num = d["frame"] + label = d["class_name"] + + # Add the brightest spot to the query + info(f"Adding query for {x}, {y} {label} in frame {frame_num}") + if frame_num not in det_query: + det_query[frame_num] = [] + crop_query[frame_num] = [] + det_query[frame_num].append([x, y, label]) + crop_query[frame_num].append(d["crop_path"]) + + return self._update_batch(frame_range, frames, det_query, crop_query, **kwargs) + + def _update_batch(self, frame_range: Tuple[int, int], frames: List[np.array], detections: Dict, crop_paths: Dict, **kwargs): + """ + Update the tracker with the new frames, detections and crops of the detections + :param frame_range: a tuple of the starting and ending frame numbers + :param frames: a list of frames in the format [frame1, frame2, frame3...] + :param detections: a dictionary of detections in the format {frame_num: [[x1,y1,label],[x2,y2,label],[[x1,y1,label]]...]} + :param crop_paths: a dictionary of crop paths in the format {frame_num: [crop_path1, crop_path2, crop_path3...]} + :param kwargs: + :return: + """ + if len(detections) == 0 or len(crop_paths) == 0: + info("No data for frame") + return [] + + if len(detections) != len(crop_paths): + info(f"Number of detections {len(detections)} and crop paths {len(crop_paths)} do not match") + return [] + + # Compute the embeddings for the new query detection crops + # Format the queries for the model, each query is [frame_number, x, y] + q_emb = {} + queries = [] + for f, d in detections.items(): + # TODO: replace with parallel processing + info(f"Computing embeddings for frame {f} {crop_paths[f]}") + labels = [det[2] for det in d] + q_emb[f] = compute_embedding_vits(self.vit_wrapper, crop_paths[f], labels) + for det in d: + queries.append([f - frame_range[0], det[0], det[1]]) + + if len(queries) == 0: + return [] + + # Put the queries and frames into tensors and run the model with the backward tracking option which is + # more accurate than the forward/online only tracking + queries_t = torch.tensor(queries, dtype=torch.float32) + frames = torch.tensor(frames, dtype=torch.float32).permute(0, 3, 1, 2) + if DEFAULT_DEVICE == "cuda": + queries_t = queries_t.cuda() + frames = frames.cuda() # / 255.0 + + video_chunk = frames.unsqueeze(0) # Shape: (B, T, C, H, W) + info(f"Running co-tracker model with {len(queries)} queries frames {frame_range}") + pred_pts, pred_visibilities = self.offline_model(video_chunk, queries=queries_t[None], backward_tracking=True) + pred_pts, pred_visibilities = pred_pts.numpy(), pred_visibilities.numpy() + + # Update with the queries - these seed new tracks and update existing tracks + for f in range(frame_range[0], frame_range[1]): + if f not in detections: + continue + labels_in_frame = [d[2] for d in detections[f]] + queries_in_frame = [d[:2] for d in detections[f]] + debug(f"Updating with queries {queries_in_frame} in frame {f}") + self.update_trackers(f, queries_in_frame, q_emb[f], labels=labels_in_frame, **kwargs) + + # Update with predictions + for f in range(frame_range[0], frame_range[1], 1): + if len(pred_pts) == 0: + continue + pts = pred_pts[:, f - frame_range[0], :, :] + if len(pts) == 0: + continue + + # Filter out the detections that are not visible + pred_visibilities_in_frame = pred_visibilities[:, f - frame_range[0], :] + filtered_pts = pts[pred_visibilities_in_frame] + + # Create empty embeddings for the predicted detections since this is just pt tracking + empty_emb = np.zeros((len(filtered_pts), ViTWrapper.VECTOR_DIMENSIONS)) + self.update_trackers(f, filtered_pts, empty_emb, **kwargs) + + return self.open_trackers + self.closed_trackers + diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..0f1d0c3 --- /dev/null +++ b/environment.yml @@ -0,0 +1,8 @@ +name: biotrack +channels: + - conda-forge +dependencies: + - python >=3.10,<3.12 + - pip + - pip: + - -r requirements.txt \ No newline at end of file diff --git a/examples/data/detections/16.json b/examples/data/detections/16.json new file mode 100644 index 0000000..ab4ebd6 --- /dev/null +++ b/examples/data/detections/16.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "16.jpg", + "crop_path": "5e4c4a83-0c73-568f-9bef-52c02a866e25.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.41716485023498534, + "y": 0.4242680019802517, + "xx": 0.42656664848327636, + "xy": 0.45543085734049477, + "confidence": 0.36808881163597107, + "track_id": -1, + "class_name": "Amphipoda" + } +] \ No newline at end of file diff --git a/examples/data/detections/22.json b/examples/data/detections/22.json new file mode 100644 index 0000000..600b892 --- /dev/null +++ b/examples/data/detections/22.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "22.jpg", + "crop_path": "04bc219b-c3ab-578a-9d3a-378a8a7d9a51.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.4958321571350098, + "y": 0.41406428019205727, + "xx": 0.504338550567627, + "xy": 0.44863052368164064, + "confidence": 0.2969337999820709, + "track_id": -1, + "class_name": "Gonatus" + } +] \ No newline at end of file diff --git a/examples/data/detections/24.json b/examples/data/detections/24.json new file mode 100644 index 0000000..ef22936 --- /dev/null +++ b/examples/data/detections/24.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "24.jpg", + "crop_path": "ee138b43-19aa-55e8-bc7a-47ae1cc64f30.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.4254740238189697, + "y": 0.4393697102864583, + "xx": 0.43489699363708495, + "xy": 0.4767725626627604, + "confidence": 0.5122886896133423, + "track_id": -1, + "class_name": "Gonatus" + } +] \ No newline at end of file diff --git a/examples/data/detections/26.json b/examples/data/detections/26.json new file mode 100644 index 0000000..c7522bd --- /dev/null +++ b/examples/data/detections/26.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "26.jpg", + "crop_path": "0899d3ac-db85-5df5-8025-607b6ab82eff.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.30465238094329833, + "y": 0.44328172471788196, + "xx": 0.3165201425552368, + "xy": 0.4920756022135417, + "confidence": 0.6075283885002136, + "track_id": -1, + "class_name": "Gonatus" + } +] \ No newline at end of file diff --git a/examples/data/detections/28.json b/examples/data/detections/28.json new file mode 100644 index 0000000..a2fc01f --- /dev/null +++ b/examples/data/detections/28.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "28.jpg", + "crop_path": "a471d784-5931-5460-9ba4-6d807eaaebb0.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.041498565673828126, + "y": 0.4566148969862196, + "xx": 0.06337025165557861, + "xy": 0.5323814815945096, + "confidence": 0.7562034130096436, + "track_id": -1, + "class_name": "Gonatus" + } +] \ No newline at end of file diff --git a/examples/data/detections/48.json b/examples/data/detections/48.json new file mode 100644 index 0000000..803d63b --- /dev/null +++ b/examples/data/detections/48.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "48.jpg", + "crop_path": "4305194a-58b0-5ad9-b27b-9d07c60453a9.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.25748796463012696, + "y": 0.25620443556043837, + "xx": 0.2893531799316406, + "xy": 0.4372981177435981, + "confidence": 0.7091726064682007, + "track_id": -1, + "class_name": "Pseudosagitta maxima" + } +] \ No newline at end of file diff --git a/examples/data/detections/54.json b/examples/data/detections/54.json new file mode 100644 index 0000000..5fd4218 --- /dev/null +++ b/examples/data/detections/54.json @@ -0,0 +1,15 @@ +[ + { + "image_path": "54.jpg", + "crop_path": "87440a38-90c7-52f9-b11e-5f04731b2ca9.jpg", + "image_width": 1920, + "image_height": 1080, + "x": 0.32279086112976074, + "y": 0.015367741054958767, + "xx": 0.38132777214050295, + "xy": 0.27827684614393444, + "confidence": 0.8360358476638794, + "track_id": -1, + "class_name": "Galiteuthis" + } +] \ No newline at end of file diff --git a/examples/data/detections/56.json b/examples/data/detections/56.json new 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b/examples/data/video/V4318_20201208T203419Z_h264_tl_3_biotrack.gif differ diff --git a/examples/video.py b/examples/video.py new file mode 100644 index 0000000..47c4351 --- /dev/null +++ b/examples/video.py @@ -0,0 +1,81 @@ +from biotrack.tracker import BioTracker +from biotrack.batch_utils import media_to_stack + +if __name__ == "__main__": + import json + import cv2 + from pathlib import Path + + parent_dir = Path(__file__).parent + media_path = parent_dir / "data" / "video" / "V4318_20201208T203419Z_h264_tl_3.mp4" + out_video_path = parent_dir / "data" / "video" / "V4318_20201208T203419Z_h264_tl_3_biotrack.mp4" + detections_path = parent_dir / "data" / "detections" + crops_path = parent_dir / "data" / "images" / "crops" + fourcc = cv2.VideoWriter_fourcc(*"mp4v") + + # Load the video and convert it to a stack of frames + frame_stack, num_frames = media_to_stack(media_path, frame_count=60, resize=(640, 360)) + out_video = cv2.VideoWriter(out_video_path, fourcc, 1, (1920, 1080)) + + # Initialize the tracker + tracker = BioTracker(1920, 1080) + window_len = 8 + + tracks = None + + # Run the tracker for all the frames in windows of window_len + for i in range(0, num_frames, window_len): + frames = frame_stack[i : i + window_len] + + # Get all the detections in the window + detections = [] + for j in range(len(frames)): + frame_num = i + j + # Load the detections for the last_updated_frame + detections_file = detections_path / f"{frame_num}.json" + if not detections_file.exists(): + print(f"No detections for frame {frame_num}") + continue + + data = json.loads(detections_file.read_text()) + for loc in data: + if j >= num_frames: + continue + + # Convert the x, y to the image coordinates and adjust crop path to the full path + loc["x"] = loc["x"] * loc["image_width"] + loc["y"] = loc["y"] * loc["image_height"] + loc["xx"] = loc["xx"] * loc["image_width"] + loc["xy"] = loc["xy"] * loc["image_height"] + loc["crop_path"] = (crops_path / loc["crop_path"]).as_posix() + loc["frame"] = frame_num + detections.append(loc) + + i_e = min(i + window_len - 1, num_frames - 1) # handle the end of the video + print(f"Tracking frames {i} to {i_e}") + tracks = tracker.update_batch((i, i_e), frames, detections=detections) + + # Display the tracks for the window + for j in range(len(frames)): + frame_num = i + j + print(f"Displaying last_updated_frame {frame_num}") + image = parent_dir / "data" / "images" / f"{frame_num}.jpg" + frame = cv2.imread(image.as_posix()) + for track in tracks: + pt, label = track.get_point_label(frame_num) + if pt is not None: + print(f"Drawing point {pt},{label}") + center = (int(pt[0]), int(pt[1])) + radius = 10 + color = (255, 255, 255) + thickness = 1 + frame = cv2.circle(frame, center, radius, color, thickness) + # Draw the track id with the label, e.g. 1:Unknown + font = cv2.FONT_HERSHEY_SIMPLEX + fontScale = 1 + frame = cv2.putText(frame, f"{track.id}:{label}", center, font, fontScale, color, thickness, cv2.LINE_AA) + + if frame is 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python-semantic-release" +tag_format = "v{version}" +commit_version_number = true +allow_zero_version = true +commit_parser = "angular" +logging_use_named_masks = true +major_on_zero = true +assets = [] +version_variables = ["biotrack/__init__.py:__version__"] +version_toml = ["pyproject.toml:tool.poetry.version"] +build_command = "pip install poetry && poetry build" + +[tool.semantic_release.commit_parser_options] +allowed_tags = [ + "build", + "chore", + "ci", + "docs", + "feat", + "fix", + "perf", + "style", + "refactor", + "test" +] +minor_tags = ["feat"] +patch_tags = ["fix", "perf"] \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..6683d12 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,50 @@ +certifi==2024.8.30 ; python_version >= "3.10" and python_version < "3.12" +charset-normalizer==3.4.0 ; python_version >= "3.10" and python_version < "3.12" +click==8.1.7 ; python_version >= "3.10" and python_version < "3.12" 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"3.12" +networkx==3.4.2 ; python_version >= "3.10" and python_version < "3.12" +numpy==2.1.3 ; python_version >= "3.10" and python_version < "3.12" +nvidia-cublas-cu12==12.4.5.8 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cuda-cupti-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cuda-nvrtc-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cuda-runtime-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cudnn-cu12==9.1.0.70 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cufft-cu12==11.2.1.3 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-curand-cu12==10.3.5.147 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cusolver-cu12==11.6.1.9 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-cusparse-cu12==12.3.1.170 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-nccl-cu12==2.21.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-nvjitlink-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +nvidia-nvtx-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.10" and python_version < "3.12" +open-clip-torch==2.29.0 ; python_version >= "3.10" and python_version < "3.12" +opencv-python-headless==4.10.0.84 ; python_version >= "3.10" and python_version < "3.12" +packaging==24.2 ; python_version >= "3.10" and python_version < "3.12" +piexif==1.1.3 ; python_version >= "3.10" and python_version < "3.12" +pillow==11.0.0 ; python_version >= "3.10" and python_version < "3.12" +psutil==6.1.0 ; python_version >= "3.10" and python_version < "3.12" +pyyaml==6.0.2 ; python_version >= "3.10" and python_version < "3.12" +regex==2024.11.6 ; python_version >= "3.10" and python_version < "3.12" +requests==2.32.3 ; python_version >= "3.10" and python_version < "3.12" +safetensors==0.4.5 ; python_version >= "3.10" and python_version < "3.12" +scipy==1.14.1 ; python_version >= "3.10" and python_version < "3.12" +setuptools==75.4.0 ; python_version >= "3.10" and python_version < "3.12" +sympy==1.13.1 ; python_version >= "3.10" and python_version < "3.12" +timm==1.0.11 ; python_version >= "3.10" and python_version < "3.12" +torch==2.5.1 ; python_version >= "3.10" and python_version < "3.12" +torchvision==0.20.1 ; python_version >= "3.10" and python_version < "3.12" +tqdm==4.67.0 ; python_version >= "3.10" and python_version < "3.12" +triton==3.1.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12" and python_version >= "3.10" +typing-extensions==4.12.2 ; python_version >= "3.10" and python_version < "3.12" +urllib3==2.2.3 ; python_version >= "3.10" and python_version < "3.12" +wcwidth==0.2.13 ; python_version >= "3.10" and python_version < "3.12"