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Ballast Detection on PubLayNet

0.1648Mean CoherenceLDA Coherence
0.156560.160680.16480.16892Feb 18, 2026

Evaluation results

MethodLinks
LDA CoherenceThreshold at Peak=0.25-0.85, Units Kept at Peak=142026.020.1648————
Embedding BERTThreshold at Peak=0.85, Units Kept at Peak=22026.02——0.9036——
Information BottleneckThreshold at Peak=0.85, Units Kept at Peak=62026.02———0.7857—
IoU-BasedThreshold at Peak=0.80-0.85, Units Kept at Peak=142026.02————0.6429
TextRankThreshold at Peak=0.80-0.85, Units Kept at Peak=62026.02—1.5391———