notesum.ai
Published at October 30Causality-Driven Audits of Model Robustness
cs.CV
cs.AI
cs.LG
Released Date: October 30, 2024
Authors: Nathan Drenkow1, Chris Ribaudo1, Mathias Unberath2
Aff.: 1The Johns Hopkins University Applied Physics Laboratory Laurel, MD USA; 2The Johns Hopkins University Baltimore, MD USA

| SCM | B-C-G | B-G-N | ||||
|---|---|---|---|---|---|---|
| DNN / Factor | B | C | G | B | G | N |
| ConvNext-S | -0.0720.005 | -0.0540.010 | -0.1490.005 | -0.1060.006 | -0.0890.010 | -0.1080.005 |
| ResNet50 | -0.1360.005 | -0.0930.010 | -0.2110.005 | -0.1380.006 | -0.0940.011 | -0.1230.006 |
| Swin-S | -0.0630.005 | -0.0460.010 | -0.1390.005 | -0.1080.005 | -0.0890.011 | -0.1110.006 |