notesum.ai
Published at November 25Med-PerSAM: One-Shot Visual Prompt Tuning for Personalized Segment Anything Model in Medical Domain
cs.CV
cs.AI
Released Date: November 25, 2024
Authors: Hangyul Yoon1, Doohyuk Jang1, Jungeun Kim1, Eunho Yang2
Aff.: 1Korea Advanced Institute of Science and Technology (KAIST); 2Korea Advanced Institute of Science and Technology (KAIST), AITRICS

| Method | Venue | Shenzhen | OdontoAI | CAMUS | JSRT | BUU | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| mIoU | DICE | mIoU | DICE | mIoU | DICE | mIoU | DICE | mIoU | DICE | ||
| Painter [59] | CVPR 2023 | 28.3 | 43.7 | 25.3 | 39.2 | 24.9 | 39.6 | 42.6 | 59.4 | 4.0 | 7.3 |
| VP [5] | NeurIPS 2022 | 69.6 | 81.8 | 50.4 | 66.8 | 29.9 | 44.9 | 27.0 | 39.3 | 18.2 | 29.9 |
| SEEM [73] | NeurIPS 2023 | 32.6 | 48.6 | 29.4 | 45.1 | 24.8 | 39.4 | 58.3 | 73.3 | 2.2 | 3.9 |
| SegGPT [60] | ICCV 2023 | 80.6 | 89.2 | 71.4 | 83.3 | 39.6 | 54.9 | 25.6 | 37.8 | 57.6 | 71.8 |
| UniverSeg [9] | ICCV 2023 | 43.8 | 60.6 | 43.2 | 60.1 | 31.0 | 46.2 | 61.7 | 75.7 | 24.3 | 38.4 |
| PerSAM† [68] | ICLR 2024 | 35.5 | 51.0 | 17.2 | 28.9 | 27.3 | 42.9 | 41.7 | 57.7 | 17.9 | 27.5 |
| PerSAM-F† [68] | ICLR 2024 | 29.0 | 44.6 | 16.1 | 27.4 | 30.1 | 45.6 | 38.7 | 53.8 | 5.5 | 10.4 |
| Matcher† [31] | ICLR 2024 | 29.4 | 45.4 | 13.1 | 23.2 | 11.6 | 20.8 | 38.6 | 52.4 | 4.9 | 9.4 |
| Med-PerSAM | This work | 85.4 | 92.0 | 78.3 | 87.8 | 60.9 | 74.2 | 84.2 | 91.3 | 58.0 | 72.9 |