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Lightweight Frame Compensator Boosts Real-Time Polyp Segmentation Accuracy

By PulseAugur Editorial · [1 sources] ·

Researchers have developed a Lightweight Frame Compensator (LFC) to improve real-time polyp segmentation in colonoscopies, a task often hindered by latency constraints. The LFC module, with only 77K parameters, is inserted before existing segmentation models and fuses consecutive frames using spatio-temporal attention. Trained on pseudo-labels, it aims to mitigate accuracy loss caused by frame skipping, which is a common technique to boost throughput. Experiments show LFC can recover accuracy degraded by frame skipping, achieving performance comparable to frame-by-frame inference while maintaining significant throughput gains. AI

IMPACT Improves efficiency and accuracy of medical imaging analysis, potentially enabling real-time diagnostic tools.

RANK_REASON Academic paper detailing a new method for computer vision. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Lightweight Frame Compensator Boosts Real-Time Polyp Segmentation Accuracy

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Academic paper detailing a new method for computer vision. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Weihao Gao ·

    Lightweight Frame Compensation for Real-Time Polyp Segmentation under Frame Skipping

    arXiv:2610.31228v1 Announce Type: new Abstract: Real-time polyp segmentation in computer-assisted colonoscopy is hampered by the difficulty of deploying high-accuracy models under strict latency budgets. Frame skipping, which performs inference every K frames and reuses or interp…

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