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Real-Time Industrial Defect Detection on Edge Hardware Using Fine-Tuned YOLOv8: A Systematic Benchmark on the NEU Surface Defect Database and MVTec AD with Automotive & Battery Manufacturing Extensions

arXiv:2606.07659v1 Announce Type: new Abstract: Automated surface defect detection is critical for ensuring rigorous quality control in high-speed manufacturing environments. While deep learning model

model-releasesarxiv-cs-cv

9 Jun 2026

Search: “manufacturing”

Design for Manufacturing: A Manufacturability Knowledge-Integrated Reinforcement Learning Framework for Free-Form Pipe Routing in Aeroengines

LLM-Aided Design for Manufacturing: A Multi-Agent System for Intent-Preserving Redesign of CAD for Improved Manufacturability

Agent Manufacturing: Foundation-Model Agents as First-Class Industrial Entities

Benchmarking Local LLMs for Natural-Language-to-SQL Querying in Biopharmaceutical Manufacturing: An Empirical Benchmark on Consumer-Grade Hardware

2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing

Design-to-Plan: A Large Language Model-Based Multi-Agent Framework for Manufacturing Process Planning from 3D CAD Models and 2D Engineering Drawings

Manufacturing Complex Airtight Soft Pneumatic Actuators for Soft Robotics: Process Evaluation and Optimization

CAD-feature enhanced machine learning for manufacturing effort estimation on sheet metal bending parts

LLM-ADAM: A Generalizable LLM Agent Framework for Pre-Print Anomaly Detection in Additive Manufacturing

FORGE:Fine-grained Multimodal Evaluation for Manufacturing Scenarios

Learning When to Transfer: Reinforcement Learning for Carbon-Footprint Modeling in New Manufacturing Domains

LLMs as Master Forgers: Generating Synthetic Time Series Data for Manufacturing

Spatiotemporal Graph Transformer for 3D Neighborhood Interaction and Quality Prediction in Metal Additive Manufacturing

Robust and Reliable AI for Predictive Quality in Semiconductor Materials Manufacturing with MLOps and Uncertainty Quantification

Event Cameras for Melt-Pool Monitoring in Additive Manufacturing: A Benchmark and a Cross-Machine Transfer Analysis

Kinematics-Grounded Agentic AI for Robotic Additive Manufacturing Process Planning

Deep Vision in Smart Manufacturing: MODERN Framework for Intelligent Quality Monitoring and Diagnosis

Domain Adapted Large Language Models for Additive Manufacturing

Edge-AI-Driven Learning-to-Rank for Decentralized Task Allocation in Circular Smart Manufacturing

3D Reconstruction Techniques in the Manufacturing Domain: Applications, Research Opportunities and Use Cases

Implicit Neural Field-Based Process Planning for Multi-Axis Manufacturing: Direct Control over Collision Avoidance and Toolpath Geometry

Autonomous Model Lifecycle Management for Digital Twin-Based Manufacturing Control

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

Coordinating from Memory: Graph-Structured Experience Reuse for Multi-Agent Adaptation in Dynamic Manufacturing

Physics-Distilled Neural Network enabled by Large Language Models for Manufacturing Process-Property Predictive Modeling

Real-Time Industrial Defect Detection on Edge Hardware Using Fine-Tuned YOLOv8: A Systematic Benchmark on the NEU Surface Defect Database and MVTec AD with Automotive & Battery Manufacturing Extensions

RocketSmith: An Agentic System for High-Powered Rocket Design and Manufacturing

Learning and Adaptation in Wire Arc Additive Manufacturing Bead Geometry Control

Learning-augmented robotic automation for real-world manufacturing

Agentic AI in Engineering and Manufacturing: Industry Perspectives on Utility, Adoption, Challenges, and Opportunities

In-situ process monitoring for defect detection in wire-arc additive manufacturing: an agentic AI approach

Domain-informed Adaptive Sampling for Generalizable PINNs in Metal Additive Manufacturing via Conditional Flow Matching

Programming Manufacturing Robots with Imperfect AI: LLMs as Tuning Experts for FDM Print Configuration Selection

Uncertainty and Business-Aware Remaining Useful Life Estimation for Semiconductor Manufacturing

Agentic AI-enabled Semantic Commissioning of a Cognitive Digital Twin for Reconfigurable Manufacturing

SePArate: Segmenting Patterns from Defects in Wafer Manufacturing Using Weak Supervision

Composable Trust Infrastructure for Manufacturing Knowledge Graphs: Cross-System Provenance, Temporal Reasoning, and Decision Traceability

GuidedFlow: An Attention-Guided Framework for Anomaly Detection in Additive Manufacturing

Trustworthy Visual Quality Inspection under Data Scarcity in Manufacturing

LIBAD: A Multimodal Anomaly Detection Benchmark for Li-Ion Battery Electrode Manufacturing

A Robotic System for Automated Manufacturing of Dielectric Elastomer Actuators

Trajectory Optimization for Collision-Aware Redundant Robotic Multi-Axis Additive Manufacturing by Constrained Gradient Projection

WorkBenchMark: A LEGO-Based Assembly Benchmark with an Assembly-by-Disassembly Baseline for the Smart Manufacturing League

Physics-informed generative AI for semiconductor manufacturing: Enforcing hard physical constraints in generative models by construction

LMT: A Bayesian Framework for Causal Discovery from Textual Alarm Records in Manufacturing Systems

Reinforcement Learning for Laser Additive Manufacturing Scan-Order Optimisation: A Bilevel Proxy--FEA Diagnostic Framework for Reward and World-Model Diagnosis

Designing Cellular Manufacturing System in Presence of Alternative Process Plans

Joint Parameter and State-Space Bayesian Optimization: Using Process Expertise to Accelerate Manufacturing Optimization