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Open access Aug 2026

FreqPrompt-AD: Frequency-guided local semantic prompting for zero-shot industrial anomaly detection and segmentation

FreqPrompt-AD achieves the strongest average performance among the compared zero-shot VLM-based detectors in the authors' local full-scale evaluation, improving average image-level and pixel-level AUROC over DLVP-CLIP by 2.15 percentage points.

Siqi Qiao, Chang Liu · 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

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