Upload results/results_robustness_tinycnn_distill.txt with huggingface_hub
Browse files
results/results_robustness_tinycnn_distill.txt
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Device: cuda:0
|
| 2 |
+
Model: tinycnn, Weights: ./weights/tinycnn_distill_best.pth
|
| 3 |
+
Parameters: 46,673
|
| 4 |
+
Loading test data...
|
| 5 |
+
Loading ./data/dataset_fov_test_jacobs_July28_2.mat
|
| 6 |
+
Loading ./data/dataset_non_fov_test_jacobs_July28_2.mat
|
| 7 |
+
Test samples: 4260
|
| 8 |
+
|
| 9 |
+
===========================================================================
|
| 10 |
+
ROBUSTNESS EVALUATION — TINYCNN
|
| 11 |
+
===========================================================================
|
| 12 |
+
Condition Median P90 P99 Mean
|
| 13 |
+
---------------------------------------------------------------------------
|
| 14 |
+
Normal (no corruption) 3.706m 14.784m 25.101m 6.048m
|
| 15 |
+
Drop AP 0 10.152m 22.926m 28.015m 10.776m
|
| 16 |
+
Drop AP 1 20.273m 26.655m 28.377m 18.668m
|
| 17 |
+
Drop AP 2 15.712m 25.478m 28.204m 14.964m
|
| 18 |
+
Drop AP 3 5.121m 17.700m 25.745m 7.406m
|
| 19 |
+
Random drop 1 AP 13.648m 24.502m 28.228m 12.922m
|
| 20 |
+
Random drop 2 APs 19.269m 26.186m 28.367m 17.926m
|
| 21 |
+
Gaussian noise (sigma=0.1) 9.439m 16.568m 23.965m 9.921m
|
| 22 |
+
Gaussian noise (sigma=0.2) 12.176m 20.035m 25.583m 12.561m
|
| 23 |
+
Attenuation (0.5x all) 18.532m 26.196m 28.343m 17.829m
|
| 24 |
+
Attenuate AP 0 (0.3x) 6.413m 20.808m 27.443m 8.834m
|
| 25 |
+
Gaussian blur (k=5, s=1) 4.821m 18.685m 27.141m 7.518m
|
| 26 |
+
===========================================================================
|
| 27 |
+
|
| 28 |
+
Results saved to robustness_tinycnn.txt
|