Webb5 sep. 2024 · 《SlowFast Networks for Video Recognition（ICCV 2024） 摘要：我们提出了SlowFast网络用于视频识别，我们的模型包含两部分 （1）一个低帧率运行的Slow pathway，用来捕获空间语义信息。 （2）一个高帧率运行的Fast pathway，以精细的时间分辨率捕获运动信息。 WebbOne can slice video and audio together to get a synchronized result; hence providing a one-stop solution for both video and audio decoding. Table of contents. Benchmark; Installation; Usage; Bridge for Deep Learning frameworks; Preliminary benchmark. Decord is good at handling random access patterns, which is rather common during neural …
J. Imaging Free Full-Text A 3DCNN-Based Knowledge …
Webb重要的是，Slowfast Networks在四个数据集(Kinetics400 、Kinetics600 、AVA、Charades )上都实现了最高的水准。 3. SlowFast网络介绍. SlowFast网络可以被描述为以两种不同帧速率运行的单流体系结构，有一条Slow的道路和Fast通道，通过横向连接至SlowFast网络。如 … WebbIn this paper, we propose a lightweight deep learning network architecture, named dual-channel improved ShuffleNet (DCISN), for real-time violence detection in videos. The proposed extracts space-time features using two parallel channels like SlowFast networks and adopts newly designed ShuffleNet units to construct lightweight stage modules. cisco dna digital network architecture
SlowFast video recognition through dual frame-rate analysis
Webb13 apr. 2024 · Lastly, a case study is performed by implementing an NSSI behaviour detection prototype system. The prototype system has a recognition accuracy of 84.18% for NSSI actions with new backgrounds, persons, or camera angles. WebbTran et al. have proposed a simple yet efficient method that employs 3D convolutional neural networks (C3D) trained on a large video dataset, ... Overall, this result means that SlowFast-R101 had the best recognition result on self-injury behaviour on the basis of the NSSI behaviour dataset. Webb13 apr. 2024 · Deep neural networks have achieved the state-of-the-art performance on a wide range of vision tasks such as image classification (He et al., 2016; Simonyan & Zisserman, 2014; Phan et al., 2024), object detection (Ren et al., 2015; Liu et al., 2016), video analysis (Feichtenhofer et al., 2024; Wang et al., 2024b) and many others.. … cisco dnac heatmap