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Found 5 papers, 3 papers with code
Deformation Flow Based Two-Stream Network for Lip Reading
Observing on the continuity in adjacent frames in the speaking process, and the consistency of the motion patterns among different speakers when they pronounce the same phoneme, we model the lip movements in the speaking process as a sequence of apparent deformations in the lip region.
Ranked #6 on
Lipreading
on CAS-VSR-W1k (LRW-1000)
Can We Read Speech Beyond the Lips? Rethinking RoI Selection for Deep Visual Speech Recognition
Recent advances in deep learning have heightened interest among researchers in the field of visual speech recognition (VSR).
Ranked #2 on
Lipreading
on GRID corpus (mixed-speech)
LRW-1000: A Naturally-Distributed Large-Scale Benchmark for Lip Reading in the Wild
It has shown a large variation in this benchmark in several aspects, including the number of samples in each class, video resolution, lighting conditions, and speakers' attributes such as pose, age, gender, and make-up.
Ranked #1 on
Lipreading
on LRW-1000
3D Feature Pyramid Attention Module for Robust Visual Speech Recognition
Motivated by two problems existing in lipreading, words with similar pronunciation and the variation of word duration, we propose a novel 3D Feature Pyramid Attention (3D-FPA) module to jointly improve the representation power of features in both the spatial and temporal domains.
A Digital Fuzzy Edge Detector for Color Images
In this paper, we propose an edge detector architecture for color images based on fuzzy theory and the Sobel operator.
