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Efficient semantic segmentation via logit-guided feature distillation | Synapse
March 3, 2026
Efficient semantic segmentation via logit-guided feature distillation
XY
Xuyi Yu
Xi'an Jiaotong University
SL
Shang Lou
Chinese University of Hong Kong
YZ
Yinghai Zhao
Beijing Zhenxing Metrology & Measurement Institute
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Key Points
Semantic segmentation significantly improves with logit-guided feature distillation, enhancing accuracy.
Key evidence shows a reduction in computational cost by 30% while maintaining processing quality.
Analysis of neural networks demonstrates the advantages of logit guidance for feature learning.
This approach highlights increased efficiency in image processing applications, possibly influencing future research.
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Yu et al. (Fri,) studied this question.
synapsesocial.com/papers/69a75dcac6e9836116a2805c
https://doi.org/https://doi.org/10.1016/j.neunet.2026.108663
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