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Benchmarks
Ballast Detection on PubLayNet
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0.1648
Mean Coherence
LDA Coherence
0.15656
0.16068
0.1648
0.16892
Feb 18, 2026
Mean Coherence
Mean Rank Score
Mean Similarity
Mean Info Retention
mIoU
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean Coherence
Mean Rank Score
Mean Similarity
Mean Info Retention
mIoU
LDA Coherence
Threshold at Peak=0.25...
2026.02
0.1648
-
-
-
-
TextRank
Threshold at Peak=0.80...
2026.02
-
1.5391
-
-
-
Embedding BERT
Threshold at Peak=0.85...
2026.02
-
-
0.9036
-
-
Information Bottleneck
Threshold at Peak=0.85...
2026.02
-
-
-
0.7857
-
IoU-Based
Threshold at Peak=0.80...
2026.02
-
-
-
-
0.6429
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