Detecting and purifying adversarial inputs in deep learning computing systems

Z Gu, HT Jamjoom - US Patent 11,373,093, 2022 - Google Patents
Adversarial input detection and purification (AIDAP) preprocessor and deep learning
computer model mechanisms are provided. The deep learning computer model receives …

Task-based image masking

V Yadav, A Gupta, Y Wu, P Natarajan… - US Patent …, 2022 - Google Patents
Techniques for masking images based on a particular task are described. A system masks
portions of an image that are not relevant to a particular task, thus, reducing the amount of …

Automatic identification and classification of adversarial attacks

E Piegert, M Karg, C Scharfenberger - US Patent App. 17/593,558, 2022 - Google Patents
A method for identifying adversarial attacks on an image based detection system for
automated driving includes pro viding a reference signal and a potentially manipulated …

Adversarial interpolation backdoor detection

HH Ludwig, E Chuba, B Chen, BJ Edwards… - US Patent …, 2024 - Google Patents
One or more computer processors determine a tolerance value, and a norm value
associated with an untrusted model and an adversarial training method. The one or more …

Root cause analysis of vulnerability of neural networks to adversarial examples

S Liu, Q Fan, G Zhang, C Gan - US Patent 11,443,069, 2022 - Google Patents
An illustrative embodiment includes a method for protecting a machine learning model. The
method includes: determining concept-level interpretability of respective units within the …

Data center disaster circuit breaker utilizing machine learning

Y Peng - US Patent 11,537,943, 2022 - Google Patents
Calls received by a data center that are associated with a request are monitored. Features
are subsequently extracted from the monitored calls so that a machine learning model may …

Defending machine learning systems from adversarial attacks

SKS SAI, A Kumar, A Kreines, J George… - US Patent …, 2024 - Google Patents
Techniques are disclosed for detecting adversarial attacks. A machine learning (ML) system
processes the input into and output of a ML model using an adversarial detection module …

Methods and systems for image processing using a learning engine

CG Berlin, CD Bogan III, KM Lande… - US Patent App. 17 …, 2023 - Google Patents
US20230049729A1 - Methods and systems for image processing using a learning engine -
Google Patents US20230049729A1 - Methods and systems for image processing using a …

Task-based image masking

V Yadav, A Gupta, Y Wu, P Natarajan… - US Patent …, 2023 - Google Patents
Techniques for masking images based on a particular task are described. A system masks
portions of an image that are not relevant to a particular task, thus, reducing the amount of …

System, method, and computer program for a context-based data-driven classifier

D Patil, K Dahal, R Rathod, OD Deshmukh… - US Patent …, 2024 - Google Patents
As described herein, a system, method, and computer program are provided for context-
based data-driven classification. Input to be processed using a classifier is identified. Data is …