Model inversion of BCVL based on DWD of MISR image
Sign Up to like & getrecommendations! Published in 2019 at "Remote Sensing Applications: Society and Environment"
DOI: 10.1016/j.rsase.2018.12.006
Abstract: Abstract This paper puts forward a novel algorithm for the inversion of biophysical components of vegetation leaves (BCVL) by means of Remote Sensing (RS) image based on multi-scale two-dimension Discrete Wavelet Decomposition (DWD). With the… read more here.
Keywords: inversion; bcvl; model inversion; misr image ... See more keywords
TrapMI: A Data Protection Method to Resist Model Inversion Attacks in Split Learning
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3545597
Abstract: Split learning is a neural network training approach that can overcome the limitations of traditional deep neural networks in edge artificial intelligence environments. It offers the advantage of privacy protection because it transmits intermediate features… read more here.
Keywords: protection; model inversion; method; image ... See more keywords
Fortifying Secure Semantic Communication: A Next-Generation Defense Framework Against Model Inversion and Adversarial Threats
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Wireless Communications"
DOI: 10.1109/mwc.2500044
Abstract: In semantic communication, model inversion attacks and adversarial attacks pose a major threat to both data privacy and system mission performance. This article adopts an attacker-centric perspective, providing an in-depth analysis of the potential risks… read more here.
Keywords: model inversion; secure semantic; semantic communication; framework ... See more keywords
An Approximate Memory Based Defense Against Model Inversion Attacks to Neural Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Emerging Topics in Computing"
DOI: 10.1109/tetc.2022.3179980
Abstract: Diverse and comprehensive training data is critical in building robust machine learning (ML) models. However, model inversion attacks (MIA) have demonstrated that an ML model can leak important information about its training dataset. This work… read more here.
Keywords: training data; model inversion; model; memory ... See more keywords
Nonlinear-Model-Inversion Control for Stall-Flutter Suppression of an Airfoil via Camber Morphing
Sign Up to like & getrecommendations! Published in 2024 at "AIAA Journal"
DOI: 10.2514/1.j063907
Abstract: This paper presents a nonlinear-model-inversion control law to suppress stall flutter of an airfoil with active trailing-edge morphing. First, a nonlinear aeroelastic model is proposed utilizing two nonlinear autoregressive neural networks with exogenous inputs ,… read more here.
Keywords: nonlinear model; model inversion; control; stall flutter ... See more keywords