Cover Image

Data Annotation Quality Problems in AI-Enabled Perception System Development

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Saeeda, Hina, Johansson, Tommy, Mohamad, Mazen, Knauss, Eric
Format:	Preprint
Published:	2025
Subjects:	Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RE for AI in Practice: Managing Data Annotation Requirements for AI Autonomous Driving Systems
by: Saeeda, Hina, et al.
Published: (2025)

Requirements Debt in AI-Enabled Perception Systems Development: An Industrial RE4AI Perspective
by: Saeeda, Hina, et al.
Published: (2026)

A Data Annotation Requirements Representation and Specification (DARS)
by: Peng, Yi, et al.
Published: (2025)

Deriving and Validating Requirements Engineering Principles for Large-Scale Agile Development: An Industrial Longitudinal Study
by: Saeeda, Hina, et al.
Published: (2026)

Managing Security Evidence in Safety-Critical Organizations
by: Mohamad, Mazen, et al.
Published: (2024)

Requirements Strategy for Managing Human Factors in Automated Vehicle Development
by: Muhammad, Amna Pir, et al.
Published: (2024)

Managing Human Factors in Automated Vehicle Development: Towards Challenges and Practices
by: Muhammad, Amna Pir, et al.
Published: (2024)

Towards Understanding and Applying Security Assurance Cases for Automotive Systems
by: Mohamad, Mazen
Published: (2024)

Understanding, Implementing, and Supporting Security Assurance Cases in Safety-Critical Domains
by: Mohamad, Mazen
Published: (2025)

Challenges of Virtual Validation and Verification for Automotive Functions
by: Cabrero-Daniel, Beatriz, et al.
Published: (2025)

Automated Configuration Synthesis for Machine Learning Models: A git-Based Requirement and Architecture Management System
by: AlShriaf, Abdullatif, et al.
Published: (2024)

Defining Requirements Strategies in Agile: A Design Science Research Study
by: Muhammad, Amna Pir, et al.
Published: (2024)

Evaluating the Role of Security Assurance Cases in Agile Medical Device Development
by: Fransson, Max, et al.
Published: (2024)

ARENA: A tool for measuring and analysing the energy efficiency of Android apps
by: Anwar, Hina
Published: (2025)

AI Tools in Software Development: Developer Perceptions and Usage Patterns
by: Looi, Mark
Published: (2026)

Developers' Perception: Fixed Bugs Often Overlooked as Quality Contributions
by: Alifanov, Vitaly, et al.
Published: (2024)

The Perceptions of Software Engineers Concerning the Utilization of Bots in the OSS Development Process: An Exploratory Survey
by: Manso, Danyellias Vaz de Lima, et al.
Published: (2024)

Enhancing Code Annotation Reliability: Generative AI's Role in Comment Quality Assessment Models
by: Killivalavan, Seetharam, et al.
Published: (2024)

Industry Practitioners Perspectives on AI Model Quality: Perceptions, Challenges, and Solutions
by: Wang, Chenyu, et al.
Published: (2024)

Toward Greener Background Processes -- Measuring Energy Cost of Autosave Feature
by: Küüsvek, Maria, et al.
Published: (2025)

Advanced approach for Agile/Scrum Process: RetroAI++
by: Spichkova, Maria, et al.
Published: (2025)

Cybersecurity Pathways Towards CE-Certified Autonomous Forestry Machines
by: Mohamad, Mazen, et al.
Published: (2024)

Quality In, Quality Out: Investigating Training Data's Role in AI Code Generation
by: Improta, Cristina, et al.
Published: (2025)

ML-Enabled Systems Model Deployment and Monitoring: Status Quo and Problems
by: Zimelewicz, Eduardo, et al.
Published: (2024)

A data-flow oriented software architecture for heterogeneous marine data streams
by: Lima, Keila, et al.
Published: (2024)

ModeliHub: A Web-based, Federated Analytics Platform for Modelica-centric, Model-based Systems Engineering
by: Nachawati, Mohamad Omar
Published: (2025)

Patterns of Developer Adoption of LLM-Generated Code Refactoring Suggestions
by: Schön, David, et al.
Published: (2026)

Agile System Development Lifecycle for AI Systems: Decision Architecture
by: Gill, Asif Q.
Published: (2025)

GenAI in Software Engineering: The Role of Technology Acceptance Models
by: Johansson, Oscar, et al.
Published: (2026)

An Empirical Study on the Impact of Gender Diversity on Code Quality in AI Systems
by: Cynthia, Shamse Tasnim, et al.
Published: (2025)

Evaluating the impact of code smell refactoring on the energy consumption of Android applications
by: Anwar, Hina, et al.
Published: (2025)

LLM Company Policies and Policy Implications in Software Organizations
by: Khojah, Ranim, et al.
Published: (2025)

Leveraging Large Language Models for Cybersecurity Risk Assessment -- A Case from Forestry Cyber-Physical Systems
by: Gultekin, Fikret Mert, et al.
Published: (2025)

Accountability of Robust and Reliable AI-Enabled Systems: A Preliminary Study and Roadmap
by: Scaramuzza, Filippo, et al.
Published: (2025)

Production-Grade AI Coding System for Client-Side Development
by: Wang, Ruihan, et al.
Published: (2026)

To Copilot and Beyond: 22 AI Systems Developers Want Built
by: Choudhuri, Rudrajit, et al.
Published: (2026)

CppPerf: An Automated Pipeline and Dataset for Performance-Improving C++ Commits
by: Ho, Tommy, et al.
Published: (2026)

Strategic Motivators for Ethical AI System Development: An Empirical and Holistic Model
by: Akbar, Muhammad Azeem, et al.
Published: (2025)

Expanding the Classical V-Model for the Development of Complex Systems Incorporating AI
by: Ullrich, Lars, et al.
Published: (2025)

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions
by: Casey, Beatrice, et al.
Published: (2025)