Diff-UMamba combines UNet with Mamba and adds signal differencing for noise reduction, yielding 1-3% segmentation gains on public medical datasets and 4-5% on a small internal lung cancer dataset under limited data conditions.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Differential-UMamba: Rethinking Tumor Segmentation Under Limited Data Scenarios
Diff-UMamba combines UNet with Mamba and adds signal differencing for noise reduction, yielding 1-3% segmentation gains on public medical datasets and 4-5% on a small internal lung cancer dataset under limited data conditions.