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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Jeongrae Kim

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Preprint Aug 2026

Continuity-Driven Representation Learning for Industrial Defect Detection

Industrial defect detection differs from natural-image object detection because inspection images are captured under controlled conditions and contain large normal-dominant regions with repetitive structures. Defects therefore appear as localized disruptions of otherwise predictable patterns, while conventional detecto...

Minjong Kim, Hyun Jun Kim, Jeongrae Kim et al. · 0 citations
Review Sep 2026

Report of the 8th LSVOS Challenge: Complex and Multimodal Video Object Segmentation

This report summarizes the 8th Large-scale Video Object Segmentation (LSVOS) Challenge, held in conjunction with ECCV 2026. The challenge evaluates video segmentation in three complementary settings: complex semi-supervised video object segmentation on MOSEv2, text-guided referring video object segmentation on MeViSv2-...

Chang Liu, Heng-Hui Ding, Ling-Yi Hong et al. · 0 citations
Preprint Aug 2026

SAM2Dual: Training-Free, Dual Memory for Long-Term Video Object Segmentation

SAM2Dual is proposed, a training-free, plug-and-play inference-time enhancement that improves long-video robustness without updating model weights and Text-Aware Memory is presented, which extracts a compact word-level cue from early frames and uses text embeddings to reweight memory contributions based on semantic com...

J. Kim, Changwon Lim · 0 citations

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