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Implement mutual conversion between virtual endoscope and real endoscope images based on cyclgan. Realize defogging of endoscopic videos.

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snake-head/CycleGAN

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CycleGAN

Implement mutual conversion between virtual endoscope and real endoscope images based on cyclgan. Realize defogging of endoscopic videos.

Depth Estimation

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Table 1. Performance on synthetic colonoscopy datasets of DenseDepth

Method 𝐿1 (cm) 𝐿𝑅𝑀𝑆𝐸 (cm) 𝐿𝑟𝑒𝑙 (%)
DenseDepth 0.038 0.066 1.22

Pose Estimation

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Table 2. Performance on synthetic colonoscopy datasets of SC-SfMLearner

Trajectory Scale ATE (cm) RTE (mm) ROT (°)
Frames_S9 1.03 3.34 0.12
Frames_B9 1.04 2.72 0.14
Frames_S4 1.01 6.16 0.15
Frames_B4 1.05 5.10 0.15
Frames_S14 1.00 7.99 0.15
Frames_B14 1.05 3.37 0.16
Average 4.78 0.145 0.18

Style Migration

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Results

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Implement mutual conversion between virtual endoscope and real endoscope images based on cyclgan. Realize defogging of endoscopic videos.

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