Although the black box nature of DNNs have prevented Its use in clinical gait analysis, the authors were able to effectively demonstrate intepretation using Layerwise Relevance Propagation with mocap & GRF data. Dataset available. https://t.co/W9fmXGko
DNNのブラックボックス性から，臨床的な歩行解析におけるDLの使用は普及していなかったが，著者らはmocapと床反力データを用いたLayerwise Relevance Propagationを使うことで，効果的にモデル出力を解釈することができることを示した．データセットはオープン． https://t.co/W9fmXG2MHX https://t.co/WnA0Bc5ZrC
@TheToddRoy no lie they can actually detect individuals by their walk https://t.co/YcMx3GKqz2
@MUSportScience I only started using NNs quite recently, it's a weird feeling when you see how powerful but opaque they are... I found this paper very interesting to try to understand classification NNs. Maybe useful to see what features your NN uses to de
RT @FabianHorst1: Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
RT @FabianHorst1: Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
RT @FabianHorst1: Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
RT @FabianHorst1: Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
RT @FabianHorst1: Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
Explaining the unique nature of individual gait patterns with deep learning https://t.co/e5CSHuUxLX
Explicando la naturaleza única de los patrones de marcha individuales con #DeepLearning. https://t.co/lZBzurWIHr https://t.co/qDGFp0PhAC
@josh_m yes for this particular one they used a footpad to determine walking steps. This is one method, there are other methods: https://t.co/TXC8nhmbyE The other issue is the a tweet i sent about how the military is using this as identification which i
"What is Unique in Individual Gait Patterns? Understanding and Interpreting Deep Learning in Gait Analysis", Fabian… https://t.co/JjG8A2LhGy
What is Unique in Individual Gait Patterns? Understanding and Interpreting Deep Learning in Gait Analysis. Fabian Horst, Sebastian Lapuschkin, Wojciech Samek, Klaus-Robert Müller, and Wolfgang I. Schöllhorn https://t.co/gVfITPCElW
What is Unique in Individual Gait Patterns? Understanding and Interpreting Deep Learning in Gait Analysis - Fabian Horst https://t.co/uofIjpjaQe