notesum.ai
Published at November 16DEBUG-HD: Debugging TinyML models on-device using Hyper-Dimensional computing
cs.AI
cs.NE
Released Date: November 16, 2024
Authors: Nikhil P Ghanathe1, Steven J E Wilton1
Aff.: 1The University of British Columbia
| SSIM | ID | GN | BR | CT | DB | EL | FG | FR | FGB | GB | IN | JC | MB | PX | ST | SN | SW | SP | SpN | ZB |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.00 | 0.46 | 0.81 | 0.34 | 0.76 | 0.64 | 0.56 | 0.68 | 0.46 | 0.75 | 0.65 | 0.80 | 0.64 | 0.78 | 0.70 | 0.50 | 0.71 | 0.83 | 0.53 | 0.61 |
| GN | 0.46 | 1.00 | 0.35 | 0.10 | 0.34 | 0.25 | 0.25 | 0.34 | 0.19 | 0.29 | 0.32 | 0.40 | 0.25 | 0.35 | 0.35 | 0.32 | 0.37 | 0.41 | 0.34 | 0.26 |
| BR | 0.83 | 0.37 | 1.00 | 0.34 | 0.61 | 0.50 | 0.50 | 0.64 | 0.40 | 0.61 | 0.52 | 0.62 | 0.54 | 0.64 | 0.54 | 0.38 | 0.70 | 0.65 | 0.39 | 0.51 |
| CT | 0.45 | 0.15 | 0.45 | 1.00 | 0.56 | 0.45 | 0.57 | 0.38 | 0.37 | 0.60 | 0.30 | 0.41 | 0.50 | 0.46 | 0.38 | 0.17 | 0.36 | 0.38 | 0.19 | 0.49 |
| DB | 0.75 | 0.32 | 0.60 | 0.37 | 1.00 | 0.72 | 0.53 | 0.55 | 0.54 | 0.98 | 0.50 | 0.75 | 0.71 | 0.78 | 0.55 | 0.36 | 0.52 | 0.65 | 0.38 | 0.73 |
| EL | 0.63 | 0.29 | 0.52 | 0.26 | 0.72 | 1.00 | 0.44 | 0.44 | 0.46 | 0.72 | 0.41 | 0.59 | 0.57 | 0.62 | 0.47 | 0.32 | 0.43 | 0.53 | 0.34 | 0.57 |
| FG | 0.57 | 0.27 | 0.51 | 0.38 | 0.56 | 0.46 | 1.00 | 0.46 | 0.33 | 0.56 | 0.39 | 0.50 | 0.48 | 0.50 | 0.44 | 0.29 | 0.43 | 0.49 | 0.30 | 0.47 |
| FR | 0.69 | 0.35 | 0.68 | 0.26 | 0.56 | 0.44 | 0.50 | 1.00 | 0.31 | 0.55 | 0.45 | 0.59 | 0.47 | 0.53 | 0.47 | 0.35 | 0.57 | 0.57 | 0.35 | 0.44 |
| FGB | 0.45 | 0.20 | 0.37 | 0.20 | 0.52 | 0.45 | 0.30 | 0.34 | 1.00 | 0.53 | 0.32 | 0.43 | 0.39 | 0.48 | 0.38 | 0.23 | 0.32 | 0.41 | 0.21 | 0.53 |
| GB | 0.77 | 0.31 | 0.62 | 0.41 | 0.98 | 0.72 | 0.57 | 0.54 | 0.54 | 1.00 | 0.50 | 0.71 | 0.74 | 0.76 | 0.55 | 0.36 | 0.50 | 0.64 | 0.38 | 0.72 |
| IN | 0.64 | 0.34 | 0.51 | 0.19 | 0.48 | 0.40 | 0.34 | 0.46 | 0.31 | 0.48 | 1.00 | 0.53 | 0.40 | 0.51 | 0.48 | 0.38 | 0.45 | 0.55 | 0.35 | 0.38 |
| JC | 0.79 | 0.41 | 0.60 | 0.25 | 0.71 | 0.58 | 0.47 | 0.57 | 0.44 | 0.71 | 0.54 | 1.00 | 0.60 | 0.70 | 0.60 | 0.41 | 0.59 | 0.69 | 0.46 | 0.53 |
| MB | 0.65 | 0.30 | 0.56 | 0.36 | 0.69 | 0.59 | 0.48 | 0.48 | 0.40 | 0.73 | 0.42 | 0.60 | 1.00 | 0.63 | 0.49 | 0.29 | 0.44 | 0.54 | 0.33 | 0.57 |
| PX | 0.76 | 0.35 | 0.63 | 0.29 | 0.77 | 0.63 | 0.46 | 0.54 | 0.46 | 0.76 | 0.52 | 0.73 | 0.60 | 1.00 | 0.60 | 0.41 | 0.54 | 0.68 | 0.41 | 0.58 |
| ST | 0.68 | 0.35 | 0.56 | 0.24 | 0.55 | 0.44 | 0.40 | 0.46 | 0.33 | 0.54 | 0.49 | 0.56 | 0.48 | 0.58 | 1.00 | 0.37 | 0.46 | 0.60 | 0.38 | 0.45 |
| SN | 0.48 | 0.34 | 0.37 | 0.10 | 0.32 | 0.29 | 0.26 | 0.35 | 0.22 | 0.35 | 0.36 | 0.45 | 0.29 | 0.38 | 0.38 | 1.00 | 0.37 | 0.42 | 0.36 | 0.26 |
| SW | 0.72 | 0.40 | 0.72 | 0.24 | 0.54 | 0.43 | 0.42 | 0.58 | 0.30 | 0.53 | 0.45 | 0.60 | 0.46 | 0.53 | 0.45 | 0.40 | 1.00 | 0.58 | 0.42 | 0.40 |
| SP | 0.83 | 0.40 | 0.67 | 0.26 | 0.62 | 0.52 | 0.47 | 0.58 | 0.40 | 0.64 | 0.56 | 0.69 | 0.54 | 0.68 | 0.57 | 0.45 | 0.57 | 1.00 | 0.46 | 0.50 |
| SpN | 0.50 | 0.36 | 0.40 | 0.12 | 0.34 | 0.29 | 0.25 | 0.36 | 0.24 | 0.38 | 0.37 | 0.45 | 0.30 | 0.41 | 0.38 | 0.40 | 0.38 | 0.47 | 1.00 | 0.29 |
| ZB | 0.61 | 0.25 | 0.52 | 0.33 | 0.71 | 0.59 | 0.45 | 0.44 | 0.53 | 0.71 | 0.41 | 0.57 | 0.55 | 0.61 | 0.46 | 0.29 | 0.42 | 0.53 | 0.31 | 1.00 |