Obsidian-Knowledge-Base/X-Knowledge-Base/raw/Joplin/研究生生涯/研究生组会-学术汇报/2026-04-01学术汇报/1. 息肉--模型效果对比表格.md

Method	Kvasir	Kvasir	ClinicDB	ClinicDB	ColonDB	ColonDB	CVC-300	CVC-300	ETIS	ETIS
	mDice	mIoU	mDice	mIoU	mDice	mIoU	mDice	mIoU	mDice	mIoU
UNet [52]	0.818	0.746	0.823	0.755	0.504	0.436	0.710	0.627	0.398	0.335
SFA [53]	0.723	0.611	0.700	0.607	0.456	0.337	0.467	0.329	0.297	0.217
UNet++ [30]	0.821	0.744	0.794	0.729	0.482	0.408	0.707	0.624	0.401	0.344
PraNet [54]	0.898	0.840	0.899	0.849	0.709	0.640	0.871	0.797	0.628	0.567
EU-Net [55]	0.908	0.854	0.902	0.846	0.756	0.681	0.837	0.765	0.687	0.609
SANet [56]	0.904	0.847	0.916	0.859	0.752	0.669	0.888	0.815	0.750	0.654
MSNet [57]	0.905	0.849	0.918	0.869	0.751	0.671	0.865	0.799	0.723	0.652
C2FNet [36]	0.886	0.831	0.919	0.872	0.724	0.650	0.874	0.801	0.699	0.624
MSEG [58]	0.897	0.839	0.909	0.864	0.735	0.666	0.874	0.804	0.700	0.630
DCRNet [59]	0.886	0.825	0.896	0.844	0.704	0.631	0.856	0.788	0.556	0.496
LDNet [60]	0.887	0.821	0.881	0.825	0.740	0.652	0.869	0.793	0.645	0.551
FAPNet [61]	0.902	0.849	0.925	0.877	0.731	0.658	0.893	0.826	0.717	0.643
ACSNet [62]	0.898	0.838	0.882	0.826	0.716	0.649	0.863	0.787	0.578	0.509
H2Former [15]	0.910	0.858	0.922	0.871	0.719	0.642	0.856	0.793	0.614	0.547
CaraNet [63]	0.913	0.859	0.921	0.876	0.775	0.700	0.902	0.836	0.740	0.660
CFA-Net [14]	0.915	0.861	0.933	0.883	0.743	0.665	0.893	0.827	0.732	0.655
I-MedSAM [45] EECV 2024	0.839	0.759	0.871	0.788	0.885	0.800	0.900	0.822	0.874	0.791
SAM2-UNet [12]	0.928	0.879	0.907	0.856	0.808	0.730	0.894	0.827	0.796	0.723
FE-UNet	0.934	0.889	0.942	0.895	0.830	0.757	0.914	0.852	0.819	0.748
XNet	0.897	0.834	0.944	0.896	0.903	0.844	0.932	0.875	0.918	0.857
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