Safe Machine Learning Based Perception

Media Summary: Thesis defense of Sydney Katz. Slides available at: Speakers: Davide Scaramuzza Professor of Robotics and ML systems are rapidly increasing in size, are acquiring new capabilities, and are increasingly deployed in high-stakes settings.

Safe Machine Learning Based Perception - Detailed Analysis & Overview

Thesis defense of Sydney Katz. Slides available at: Speakers: Davide Scaramuzza Professor of Robotics and ML systems are rapidly increasing in size, are acquiring new capabilities, and are increasingly deployed in high-stakes settings. Abstract: Autonomous collision avoidance requires accurate environmental Our CVPR 2026 presentation of the paper " Presentation of our 2022 RA-L/ICRA paper.

Google Tech Talks April, 9 2008 ABSTRACT A long-term goal of In this video, I build a real-time PPE detection system using TensorFlow and computer vision. This project explores how

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Safe Machine Learning-Based Perception via Closed-Loop Analysis

Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception

Perception for agile and safe robotics

AI Safety – Full Course by Safe.AI Founder on Machine Learning & Ethics (Center for AI Safety)

Safety-Aware Perception for Autonomous Collision Avoidance in Dynamic Environments

[CVPR 2026] Perception Characteristics Distance

[OOPSLA23] Perception Contracts for Safety of ML-Enabled Systems

AISafety 2021 - Session 3: Perception and Adversarial Attacks - Chair: Xin Cynthia Chen

Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection

Machine Learning for reliable perception of autonomous systems

ICRA 2022: Learning Safe, Generalizable Perception-based Hybrid Control with Certificates

Visual Perception with Deep Learning

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Safe Machine Learning-Based Perception via Closed-Loop Analysis

Safe Machine Learning-Based Perception via Closed-Loop Analysis

Thesis defense of Sydney Katz. Slides available at: https://web.stanford.edu/group/sisl/public/defense_katz.pdf.

Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception

Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception

Rapid advances in

Perception for agile and safe robotics

Perception for agile and safe robotics

Speakers: Davide Scaramuzza Professor of Robotics and

AI Safety – Full Course by Safe.AI Founder on Machine Learning & Ethics (Center for AI Safety)

AI Safety – Full Course by Safe.AI Founder on Machine Learning & Ethics (Center for AI Safety)

ML systems are rapidly increasing in size, are acquiring new capabilities, and are increasingly deployed in high-stakes settings.

Safety-Aware Perception for Autonomous Collision Avoidance in Dynamic Environments

Safety-Aware Perception for Autonomous Collision Avoidance in Dynamic Environments

Abstract: Autonomous collision avoidance requires accurate environmental

[CVPR 2026] Perception Characteristics Distance

[CVPR 2026] Perception Characteristics Distance

Our CVPR 2026 presentation of the paper "

[OOPSLA23] Perception Contracts for Safety of ML-Enabled Systems

[OOPSLA23] Perception Contracts for Safety of ML-Enabled Systems

Perception

AISafety 2021 - Session 3: Perception and Adversarial Attacks - Chair: Xin Cynthia Chen

AISafety 2021 - Session 3: Perception and Adversarial Attacks - Chair: Xin Cynthia Chen

The IJCAI Workshop on

Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection

Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection

Perception

Machine Learning for reliable perception of autonomous systems

Machine Learning for reliable perception of autonomous systems

For autonomous systems a reliable

ICRA 2022: Learning Safe, Generalizable Perception-based Hybrid Control with Certificates

ICRA 2022: Learning Safe, Generalizable Perception-based Hybrid Control with Certificates

Presentation of our 2022 RA-L/ICRA paper.

Visual Perception with Deep Learning

Visual Perception with Deep Learning

Google Tech Talks April, 9 2008 ABSTRACT A long-term goal of

I Built an AI System That Detects Safety Violations

I Built an AI System That Detects Safety Violations

In this video, I build a real-time PPE detection system using TensorFlow and computer vision. This project explores how