CoastlineVLM-7B, a 7B VLM fine-tuned from LLaVA/GeoChat, jointly detects coastline presence, classifies proxies, and outputs polylines, reducing Hausdorff distance to 31.84 m and EMD to 17.32 m versus segmentation baselines on NZCCD.
URL http://openaccess.thecvf.com/content_ cvpr_2018/html/Acuna_Efficient_ Interactive_Annotation_CVPR_2018_ paper.html
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Moondream Segmentation achieves 80.2% cIoU on RefCOCO by autoregressively decoding paths from referring expressions and using RL to refine masks, plus releases a cleaned RefCOCO-M dataset.
Augmenting LLMs with bug references, few-shot learning, chain-of-thought, and RAG improves MPI error detection accuracy from 44% to 77% and generalizes across models.
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Improving MPI Error Detection and Repair with Large Language Models and Bug References
Augmenting LLMs with bug references, few-shot learning, chain-of-thought, and RAG improves MPI error detection accuracy from 44% to 77% and generalizes across models.