notesum.ai
Published at December 3Unveiling Concept Attribution in Diffusion Models
cs.CV
cs.LG
Released Date: December 3, 2024
Authors: Quang H. Nguyen1, Hoang Phan1, Khoa D. Doan1
Aff.: 1College of Engineering and Computer Science, VinUniversity, Vietnam

| Classes | Accuracy on target classes | Accuracy on other classes | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SD-1.4 | ConceptPrune | ESD | RECE | UCE | CAD (Ours) | SD-1.4 | ConceptPrune | ESD | RECE | UCE | CAD (Ours) | |
| Cassette player | 7.20 | 2.60 | 0.00 | 0.00 | 0.00 | 0.40 | 86.07 | 76.73 | 57.53 | 89.13 | 89.13 | 80.13 |
| Chain saw | 69.00 | 1.00 | 0.40 | 0.00 | 0.00 | 0.00 | 79.20 | 63.97 | 29.24 | 75.69 | 75.69 | 69.22 |
| Church | 76.20 | 21.00 | 3.60 | 1.20 | 15.20 | 1.60 | 78.40 | 65.00 | 65.24 | 80.50 | 80.20 | 73.49 |
| English Springer | 93.80 | 1.00 | 0.20 | 0.00 | 0.10 | 1.40 | 76.44 | 62.00 | 47.48 | 77.80 | 78.00 | 71.91 |
| French horn | 98.60 | 7.40 | 0.20 | 0.00 | 0.00 | 4.40 | 75.91 | 63.17 | 45.11 | 74.33 | 74.33 | 70.87 |
| Garbage truck | 85.60 | 1.40 | 0.00 | 0.00 | 15.60 | 3.80 | 77.36 | 65.62 | 47.36 | 65.40 | 77.51 | 63.69 |
| Gas pump | 79.00 | 36.80 | 0.00 | 0.00 | 0.00 | 0.20 | 78.09 | 68.28 | 48.58 | 79.02 | 79.02 | 67.69 |
| Golf ball | 95.80 | 28.60 | 0.20 | 0.00 | 0.60 | 4.20 | 76.22 | 65.55 | 48.90 | 79.00 | 78.78 | 73.27 |
| Parachute | 96.20 | 30.00 | 0.80 | 0.00 | 1.00 | 2.00 | 76.18 | 62.17 | 61.28 | 78.20 | 77.87 | 68.91 |
| Tench | 80.40 | 2.80 | 1.40 | 0.00 | 0.00 | 0.20 | 77.93 | 67.57 | 60.80 | 78.56 | 78.56 | 72.67 |