notesum.ai
Published at November 18Just Leaf It: Accelerating Diffusion Classifiers with Hierarchical Class Pruning
cs.CV
cs.AI
Released Date: November 18, 2024
Authors: Arundhati S. Shanbhag1, Brian B. Moser1, Tobias C. Nauen1, Stanislav Frolov1, Federico Raue1, Andreas Dengel1
Aff.: 1German Research Center for Artificial Intelligence, University of Kaiserslautern-Landau

| Method | Top 1 [%] | Top 3 [%] | Top 5 [%] | Time [s] | Speed-Up [%] |
|---|---|---|---|---|---|
| Diffusion Classifier (baseline) [17] | 64.70 | 84.30 | 89.70 | 1600 | - |
| HDC Strategy 1 (ours) | 64.90 | 81.80 | 86.30 | 980 | 38.75 |
| HDC Strategy 2 (ours) | 63.20 | 82.30 | 86.30 | 650 | 59.38 |