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TreeSegNet: multi-scale query-based instance segmentation with frequency-aware and gated feature enhancement | Synapse
March 3, 2026
TreeSegNet: multi-scale query-based instance segmentation with frequency-aware and gated feature enhancement
RL
Ran Liu
Xi'an University of Science and Technology
SZ
Shangtai Zhou
LZ
Lirong Zhu
Key Points
Instance segmentation is improved through a novel multi-scale approach that utilizes frequency-aware techniques.
TreeSegNet employs gated feature enhancement to better distinguish between different instances in complex scenes.
This approach analyzes multiple scale queries for more accurate feature extraction and segmentation outcomes.
Advancements in instance segmentation from TreeSegNet may lead to better applications in computer vision and robotic navigation.
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Liu et al. (Tue,) studied this question.
synapsesocial.com/papers/69a7669dbadf0bb9e87ddb4d
https://doi.org/https://doi.org/10.1007/s00530-025-02134-4
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