Retinal Anomaly Detection on OCTDL (test) benchmark leaderboard · SOTA2 Research

Retinal Anomaly Detection on OCTDL (test)

94.7F1 ScoreNFM-DRA

Evaluation Results

Method	Links
NFM-DRA2025.07		94.7	61.4	99.2
PatchCore2025.07		92.2	45.2	98.1
SoftPatch2025.07		90.4	33.7	97.2
DRA2025.07		89.6	15.1	99.8
EDC2025.07		88.1	0	100
DDAD-ASR2025.07		88.1	0	100
SimpleNet2025.07		84.8	83.4	76.8
SimpleNet2025.07		72.2	83.4	77.6
NFM-DRA2025.07		69	61.4	98.6
SimpleNet2025.07		66.9	83.4	75.5
SimpleNet2025.07		66.7	83.4	77.2
NFM-DRA2025.07		65.9	61.4	89.7
NFM-DRA2025.07		65.8	61.4	95.9
SimpleNet2025.07		60.6	83.4	75
PatchCore2025.07		60.3	45.2	96.6
PatchCore2025.07		59.8	45.2	89.8
PatchCore2025.07		59	45.2	91
SimpleNet2025.07		58.6	83.4	56.1
NFM-DRA2025.07		58.2	61.4	93.1
SoftPatch2025.07		56.6	33.7	96.5
SoftPatch2025.07		55.8	33.7	96.6
SoftPatch2025.07		54.9	33.7	91.6
DRA2025.07		53.4	15.1	98.9
NFM-DRA2025.07		53.2	61.4	97.4
DRA2025.07		51.4	15.1	97.4
DRA2025.07		51	15.1	100
EDC2025.07		50.8	0	100
DDAD-ASR2025.07		50.8	0	100
PatchCore2025.07		49.9	45.2	93.1
EDC2025.07		48.3	0	100
DDAD-ASR2025.07		48.3	0	100
EDC2025.07		47	0	100
DDAD-ASR2025.07		47	0	100
SoftPatch2025.07		46.4	33.7	96
PatchCore2025.07		44.6	45.2	96.2
DRA2025.07		41.7	15.1	100
SimpleNet2025.07		41.2	83.4	90.9
SoftPatch2025.07		40	33.7	97.4
EDC2025.07		37.8	0	100
DDAD-ASR2025.07		37.8	0	100
DRA2025.07		35	15.1	100
EDC2025.07		31.4	0	100
DDAD-ASR2025.07		31.4	0	100
NFM-DRA2025.07		24.6	61.4	95.5
PatchCore2025.07		19.5	45.2	100
SoftPatch2025.07		16.7	33.7	100
DRA2025.07		12.9	15.1	95.5
EDC2025.07		11.7	0	100
DDAD-ASR2025.07		11.7	0	100