competition-solution

1st-place solution toolkit (1/45) for Bohrium Scientific Data Annotation Competition Track 1: molecular images to Extended-SMILES.

Rank-6 solution to the FAO/ITU GeoAI Aquaculture Pond Identification Challenge. Sentinel-1 SAR + Sentinel-2 optical, LightGBM + CatBoost blend, 59 physics-based features. Top 0.5% of 1,318 teams.

2nd-place solution toolkit (2/39) for Bohrium Scientific Data Annotation Competition Track 2: reaction images to structured JSON.

 4th/102 (Top 3.9%) | FathomNet-CLEF 2026 Positive-Unlabeled Object Detection in Marine Images | CVPR 2026 FGVC Workshop | 0.2808 mAP

2026 全国大数据与计算智能挑战赛第6题：多源卫星跨模态舰船重识别。基于 TransOSS 的局部配对与联合匹配，最佳 Public 0.718591；初赛方案、实验复盘与可复现研究。