From cd9cfd9ee8aab674bcdf71a20959568ff09257e8 Mon Sep 17 00:00:00 2001 From: Emiliana <38952746+emilianavt@users.noreply.github.com> Date: Wed, 26 Feb 2020 00:52:47 +0100 Subject: [PATCH] RetinaFace was added as a face detection scheme. --- Licenses/Pytorch_Retinaface.txt | 21 +++++ README.md | 11 +++ facetracker.py | 3 +- models/priorbox_384.json | 1 + models/retinaface_opt.onnx | Bin 0 -> 1696976 bytes retinaface.py | 150 ++++++++++++++++++++++++++++++++ tracker.py | 31 +++++-- 7 files changed, 208 insertions(+), 9 deletions(-) create mode 100644 Licenses/Pytorch_Retinaface.txt create mode 100644 models/priorbox_384.json create mode 100644 models/retinaface_opt.onnx create mode 100644 retinaface.py diff --git a/Licenses/Pytorch_Retinaface.txt b/Licenses/Pytorch_Retinaface.txt new file mode 100644 index 0000000..f3a2276 --- /dev/null +++ b/Licenses/Pytorch_Retinaface.txt @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2019 + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md index a712cd6..c9fd24b 100644 --- a/README.md +++ b/README.md @@ -141,6 +141,17 @@ For all training after the first model, a modified version of [Adaptive Wing Los For expression detection, [LIBSVM](https://www.csie.ntu.edu.tw/~cjlin/libsvm/) is used. +Face detection is done using OpenCV's Haar Cascade classifier or RetinaFace. + + @inproceedings{deng2019retinaface, + title={RetinaFace: Single-stage Dense Face Localisation in the Wild}, + author={Deng, Jiankang and Guo, Jia and Yuxiang, Zhou and Jinke Yu and Irene Kotsia and Zafeiriou, Stefanos}, + booktitle={arxiv}, + year={2019} + } + +RetinaFace detection is based on [this](https://github.com/biubug6/Pytorch_Retinaface) implementation. The pretrained model was modified to remove unnecessary landmark detection and converted to ONNX format for a resolution of 384x384. + # License The code and models are distributed under the BSD 2-clause license. diff --git a/facetracker.py b/facetracker.py index 53ae51c..8c668fa 100644 --- a/facetracker.py +++ b/facetracker.py @@ -21,6 +21,7 @@ parser.add_argument("-v", "--visualize", type=int, help="Set this to 1 to visual parser.add_argument("-P", "--pnp-points", type=int, help="Set this to 1 to add the 3D fitting points to the visualization", default=0) parser.add_argument("-s", "--silent", type=int, help="Set this to 1 to prevent text output on the console", default=0) parser.add_argument("--faces", type=int, help="Set the maximum number of faces (slow)", default=1) +parser.add_argument("--scan-retinaface", type=int, help="When set to 1, scanning for additional faces will be performed using RetinaFace in a background thread, otherwise a simpler, faster face detection mechanism is used. When the maximum number of faces is 1, this option does nothing.", default=0) parser.add_argument("--scan-every", type=int, help="Set after how many frames a scan for new faces should run", default=3) parser.add_argument("--discard-after", type=int, help="Set the how long the tracker should keep looking for lost faces", default=10) parser.add_argument("--video-out", help="Set this to the filename of an AVI file to save the tracking visualization as a video", default=None) @@ -106,7 +107,7 @@ try: first = False height, width, channels = frame.shape sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) - tracker = Tracker(width, height, threshold=args.threshold, max_threads=args.max_threads, max_faces=args.faces, discard_after=args.discard_after, scan_every=args.scan_every, silent=False if args.silent == 0 else True, model_type=args.model, pnp_quality=args.high_quality_3d, model_dir=args.model_dir, no_gaze=False if args.gaze_tracking != 0 else True) + tracker = Tracker(width, height, threshold=args.threshold, max_threads=args.max_threads, max_faces=args.faces, discard_after=args.discard_after, scan_every=args.scan_every, silent=False if args.silent == 0 else True, model_type=args.model, pnp_quality=args.high_quality_3d, model_dir=args.model_dir, no_gaze=False if args.gaze_tracking != 0 else True, use_retinaface=args.scan_retinaface) if not args.video_out is None: out = cv2.VideoWriter(args.video_out, cv2.VideoWriter_fourcc('F','F','V','1'), 24, (width,height)) diff --git a/models/priorbox_384.json b/models/priorbox_384.json new file mode 100644 index 0000000..12554aa --- /dev/null +++ b/models/priorbox_384.json @@ -0,0 +1 @@ +[[0.010416666977107525, 0.010416666977107525, 0.0416666679084301, 0.0416666679084301], [0.010416666977107525, 0.010416666977107525, 0.0833333358168602, 0.0833333358168602], [0.03125, 0.010416666977107525, 0.0416666679084301, 0.0416666679084301], [0.03125, 0.010416666977107525, 0.0833333358168602, 0.0833333358168602], [0.0520833320915699, 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