AI News, Lip Reading - Cross Audio-Visual Recognition using 3D Convolutional Neural Networks - Official Project Page
- On Wednesday, June 6, 2018
- By Read More
Lip Reading - Cross Audio-Visual Recognition using 3D Convolutional Neural Networks - Official Project Page
This repository contains the code developed by TensorFlow for the following paper:
If you used this code, please kindly consider citing the following paper:
The essential problem is to find the correspondence between the audio and visual streams, which is the goal of
modalities into a representation space to evaluate the correspondence of audio-visual streams using the learned multimodal
The proposed architecture will incorporate both spatial and temporal information jointly to effectively
directory: The run the dedicated python file as below: Running the aforementioned script extracts the lip motions by saving the mouth area
been defined in the VisualizeLip.py file: Some of the defined arguments have their default values and no further action is required
In the visual section, the videos are post-processed to have an equal frame rate of 30 f/s.
Then, face tracking and mouth area extraction are performed on the videos using the dlib
Finally, all mouth areas are resized to have the same size and concatenated to form the input feature cube.
The proposed architecture utilizes two non-identical ConvNets which uses a pair of speech and video streams.
of audio corresponds with a lip motion clip within the desired stream duration.
Each input feature map for a single audio stream has the dimensionality of 15 × 40 × 3. This
the visual network, the lip motions spatial information alongside the temporal information are incorporated
Then, cd to the dedicated directory: Finally, the train.py file must be executed: For evaluation phase, a similar script must be executed: The below results demonstrate effects of the proposed method on the accuracy and
The current version of the code does not contain the adaptive pair selection method proposed by 3D Convolutional Neural Networks for Cross Audio-Visual Matching Recognition paper.
- On Thursday, March 21, 2019
But what *is* a Neural Network? | Chapter 1, deep learning
Subscribe to stay notified about new videos: Support more videos like this on Patreon: Special .
How to Make a Simple Tensorflow Speech Recognizer
In this video, we'll make a super simple speech recognizer in 20 lines of Python using the Tensorflow machine learning library. I go over the history of speech ...
Synthesizing Obama: Learning Lip Sync from Audio
Synthesizing Obama: Learning Lip Sync from Audio Supasorn Suwajanakorn, Steven M. Seitz, Ira Kemelmacher-Shlizerman SIGGRAPH 2017 Given audio of ...
HDMI ARC is the Coolest TV Feature You're Not Using (Here's How)
SUBSCRIBE FOR THE LATEST VIDEOS What is HDMI ARC and how can you use it? HDMI ARC stands for "High Definition ..
Getting Started with Dante: 1. Dante Overview
First in our 8-part series on Getting Started with Dante: - Moving from analog to digital networking - Working with Dante products from multiple manufacturers ...
How to Add Audio to Your CCTV System
How to add audio to wired CCTV camera system including a wiring set-up. This will allow you to monitor sound as well as video from your CCTV camera.
Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks
The video for our NIPS 2016 paper "Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks" Project webpage: ...
Best Home Theater Receiver Reviews 2018 | Best AV Receiver On A Budget
Product links: Inquires: firstname.lastname@example.org In Details Of Each Product : ====================== 5. Sony 7.2 Channel Hi-Res Wi-Fi ..
Home Theater Buying Guide: Buy the Best AV Receiver (for You)
Home Theater Buying Guide: Buy the Best AV Receiver (for You) Are you in the market for an A/V receiver? Home theater expert, Robert ..
How to connect a Microphone add Audio to a DVR NVR with audio connectors
Instructional video on how to connect a covert or normal microphone to an existing CCTV system DVR or NVR with audio input. Using the '20m Covert Audio ...