DP-FM decouples radial and angular dynamics on a cylindrical manifold via constant-warping metric and classifier-free guidance to achieve state-of-the-art multi-step few-shot adaptation of vision-language models on 11 benchmarks.
Clip-adapter: Better vision-language models with feature adapters.IJCV, 132(2):581–595
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Direct Product Flow Matching: Decoupling Radial and Angular Dynamics for Few-Shot Adaptation
DP-FM decouples radial and angular dynamics on a cylindrical manifold via constant-warping metric and classifier-free guidance to achieve state-of-the-art multi-step few-shot adaptation of vision-language models on 11 benchmarks.