Table 3 The results of ablation experiment.

From: Research on recognition of diabetic retinopathy hemorrhage lesions based on fine tuning of segment anything model

Model

OIA-DDR

JYFY-HE

IDRiD

nIou

nDice

nIou

nDice

nIou

nDice

Res-Unet

0.3021

0.4253

0.4105

0.5746

0.3936

0.5445

SAM-lora

0.3071

0.4366

0.3637

0.5279

0.3699

0.5198

SAM-ada

0.3093

0.4481

0.4023

0.5679

0.3878

0.5395

SAM-lora-Res

0.3121

0.4519

0.4208

0.5984

0.4081

0.5572

SAM-ada-Res

0.3154

0.4535

0.4374

0.6040

0.4182

0.5658

  1. Note: ada indicates adapter fine-tuning; lora indicates low-rank adaptation fine-tuning. Bold text represents the best results, and italics text represents the second-best results.
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