Cardiac Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
ACDC (test)	Adaptive t-vMF Dice loss	Avg Dice93.68	141	3d ago
ACDC	CENet	DSC (Overall)92.18	55	3d ago
ACDC-C (unseen test)	+MaxStyle	Dice Score84.08	36	3d ago
Average (ACDC, M&Ms, RandBias, RandGhosting, RandMotion, RandSpike) (out-of-domain)	+MaxStyle	Dice Score81.25	32	3d ago
Public Cardiac CT to MRI	MAPSeg	AA Score93.3	25	3d ago
ACDC 10% labeled scans	SPCL	Dice90.27	19	3d ago
Cross-site unseen (test)	+MaxStyle	Dice Score82.94	18	3d ago
MSCMRseg (test)		LV Dice94.4	14	3d ago
M&Ms (out-of-domain)	A&D	Dice Score90.31	13	3d ago
Cardiac b-SSFP MRI		DSC (LV-BP)69.88	12	3d ago
Internal Dataset (PSAX) (test)	EchoONE	Dice Coefficient88.26	11	3d ago
Internal Dataset 4CH (test)	EchoONE	mDice90.28	11	3d ago
Internal Dataset 3CH (test)	EchoONE	mDice87.27	11	3d ago
Internal Dataset 2CH (test)	EchoONE	Dice Coefficient89.67	11	3d ago
MSCMRseg LGE sequence (15 samples)	PU-Net	LV Dice89.8	8	3d ago
M&Ms Challenge 1 (test)		Vendor A DSC0.889	7	3d ago
RandSpike (out-of-domain)	Proposed w. x	Dice Score66.33	7	3d ago
RandMotion (out-of-domain)	Proposed w. x, p	Dice Score76.43	7	3d ago
RandGhosting (out-of-domain)	Proposed w. x, p	Dice Score70.73	7	3d ago
RandBias (out-of-domain)	Adv Bias	Dice67.09	7	3d ago
ACDC (out-of-domain)	Proposed w. x, p	Dice Score76.96	7	3d ago
CAMUS patient-level splits	U-Net (SSL pretrained)	Dice (Background)98.6	5	3d ago
UK Biobank 4-chamber long-axis view	LO-multi-view	LV Dice92	5	3d ago
ACDC 100 samples (unseen site)	BayeSeg	LV Segmentation Score79.2	4	3d ago
MSCMRseg T2 sequence (15 samples)	BayeSeg	LV Dice0.846	4	3d ago

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