Optic Disc Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Drishti-GS	Oracle	Dice Coefficient97.4	39	3mo ago
RIM-ONE r3	Oracle	Dice Score96.8	30	3mo ago
Refuge	MedSAM	DSC98	29	3mo ago
RIGA+ Messidor Target Domains (test)	DAPSAM	Messidor Base 1 Score96.34	22	2mo ago
Drishti-GS (external val)	FunduSegmenter	DSC (%)97.09	20	3mo ago
IDRID		DSC96.99	20	3mo ago
GoDARTS		DSC (%)79.42	20	3mo ago
REFUGE2 Disc	MedSegDiffv2	Dice Coefficient96.7	18	3mo ago
Fundus Image (held-out target domain)	ROBUST-WT	Dice Coefficient95.66	11	1mo ago
IDRiD (test)	ConvNeXt-FD	Dice Score96.19	11	2mo ago
RIM-ONE-r3 (test)	Proposed (CGPM)	Dice Score97.15	11	2mo ago
REFUGE GoDARTS (external verification)	TransUNet	DSC92.04	10	3mo ago
RIM-ONE-r3 GoDARTS (external verification)	TransUNet	DSC (%)91	10	3mo ago
IDRiD Source: GoDARTS (external verification)	FunduSegmenter	DSC95.41	10	3mo ago
Multi-Dataset Average	FunduSegmenter	DSC92.52	10	3mo ago
REFUGE (external val)	FunduSegmenter	DSC (%)93.74	10	3mo ago
RIM-ONE r3 (external val)	FunduSegmenter	DSC89.61	10	3mo ago
GoDARTS (external val)		DSC (%)93.11	10	3mo ago
Papila	MedSAM	DSC96.3	9	5mo ago
Origa	MedSAM2	DSC97.1	9	5mo ago
Gamma	RetSAM	DSC97.4	9	5mo ago
G1020	SAM2	DSC95.1	9	5mo ago
Drions-DB	MedSAM2	DSC97.4	9	5mo ago
RIM-ONE R1 (test)		Agreement Score (Expert 1)0.178	6	5mo ago
REFUGE (test)	Wang et al.	DC96	5	5mo ago

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