notesum.ai

Published at November 26

An Ensemble Approach for Brain Tumor Segmentation and Synthesis

eess.IV

cs.CV

Released Date: November 26, 2024

Authors: Juampablo E. Heras Rivera¹, Agamdeep S. Chopra¹, Tianyi Ren¹, Hitender Oswal², Yutong Pan², Zineb Sordo³, Sophie Walters⁴, William Henry⁵, Hooman Mohammadi¹, Riley Olson⁶, Fargol Rezayaraghi¹, Tyson Lam¹, Akshay Jaikanth¹, Pavan Kancharla¹, Jacob Ruzevick⁷, Daniela Ushizima³, Mehmet Kurt¹

Aff.: ¹Department of Mechanical Engineering, University of Washington, Seattle, WA, USA; ²Paul G. Allen School of Computer Science, University of Washington, Seattle, WA, USA; ³Lawrence Berkeley National Laboratory, Berkeley, CA, USA; ⁴Department of Bioengineering, University of Washington, Seattle, WA, USA; ⁵Department of Electrical and Computer Engineering, University of Washington, Seattle, WA, USA; ⁶Watauga High School, Boone, NC, USA; ⁷Department of Neurological Surgery, University of Washington, Seattle, WA, USA

Arxiv: http://arxiv.org/abs/2411.17617v1

Fold #	Probability	Dice [%]				HD95 [mm]
Fold #	Probability	WT	ET	TC	Avg	WT	ET	TC	Avg
fold 1	5%	89.43	86.36	81.43	85.91	8.13	5.97	4.98	6.36
	10%	89.71	86.51	82.32	86.18	6.72	5.36	4.59	5.56
	20%	89.73	86.49	81.72	85.98	6.41	5.56	4.57	5.52
	30%	89.88	85.78	80.87	85.51	7.36	6.16	5.51	6.34
fold 2	5%	89.27	84.55	79.80	84.54	7.40	6.86	5.39	6.55
	10%	89.68	84.25	79.64	84.52	7.80	6.62	5.75	6.72
	20%	89.22	83.53	78.85	83.87	7.59	6.59	5.54	6.57
	30%	89.62	84.75	79.15	84.51	7.41	6.20	5.24	6.28
fold 3	5%	90.50	86.86	83.20	86.86	7.31	5.32	4.31	5.65
	10%	90.62	87.71	83.37	87.23	5.62	6.09	4.85	5.52
	20%	90.25	86.91	82.57	86.58	7.08	6.96	5.99	5.99
	30%	90.79	86.97	81.99	86.58	6.05	6.88	5.62	6.19
fold 4	5%	87.20	83.68	78.39	83.09	8.08	6.06	5.21	6.45
	10%	86.73	82.74	78.67	86.35	7.92	5.06	3.71	5.56
	20%	87.08	82.47	78.63	82.73	7.44	6.19	4.42	6.02
	30%	86.80	82.94	76.87	82.21	7.05	5.35	4.78	5.73
fold 5	5%	91.15	84.96	83.13	85.41	6.78	6.12	4.91	5.94
	10%	91.22	85.50	83.56	86.76	6.16	5.65	4.60	5.47
	20%	91.29	85.44	82.58	86.44	7.70	6.72	5.82	6.74
	30%	90.70	84.70	82.53	85.97	6.82	5.87	4.76	5.82