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Published at December 3

SimuScope: Realistic Endoscopic Synthetic Dataset Generation through Surgical Simulation and Diffusion Models

cs.CV

eess.IV

Released Date: December 3, 2024

Authors: Sabina Martyniak¹, Joanna Kaleta², Diego Dall'Alba³, Michał Naskręt⁴, Szymon Płotka¹, Przemysław Korzeniowski¹

Aff.: ¹Sano Centre for Computational Medicine, Poland; ²Warsaw University of Technology, Poland; ³University of Verona, Italy; ⁴University of Warsaw, Poland

Arxiv: http://arxiv.org/pdf/2412.02332v1

Method	Style	mIoU [%] ↑	FID ↓	KID ↓	CMMD ↓	Density ↑	Coverage ↑
N/A	Raw	60.79	202.54	.1888	3.442	0.011	0.004
LC-SD [16]	Mixed styles	67.42	68.26	.0635	1.017	0.077	0.104
SimuScope	CholectD45	70.65	79.80	.0690	0.697	0.114	0.117