708fbc70ce
- Introduced `bridge_attention_ceiling_check.py` for variance decomposition analysis on bridge attention configurations. - Added `bridge_attention_readout.py` to perform per-tower gate and contribution readouts, including AUC sanity checks. - Created multiple JSON configuration files for backbone replication experiments, including anonymous CV variants and basic backbones. - Implemented sensitivity experiments to evaluate the impact of axial length inclusion and EfficientNetV2-M performance at higher resolutions. - Added a memory probe script to assess GPU memory usage during training with EfficientNetV2-M.
3.2 KiB
3.2 KiB
| 1 | class | outcome | scope | quadrant | n_eyes | mean | sd |
|---|---|---|---|---|---|---|---|
| 2 | Glaucoma | correct | disc | ST | 46 | 0.14268406172610618 | 0.08672064804334276 |
| 3 | Glaucoma | correct | disc | SN | 46 | 0.1891374642326569 | 0.15141795670756453 |
| 4 | Glaucoma | correct | disc | IT | 46 | 0.28698060971321787 | 0.1321960653720743 |
| 5 | Glaucoma | correct | disc | IN | 46 | 0.3811978502755397 | 0.17407907371247724 |
| 6 | Glaucoma | correct | peri | ST | 46 | 0.0801709241030986 | 0.08494386999472202 |
| 7 | Glaucoma | correct | peri | SN | 46 | 0.15918948407117592 | 0.20257575474186357 |
| 8 | Glaucoma | correct | peri | IT | 46 | 0.34826832191551693 | 0.2606073381849083 |
| 9 | Glaucoma | correct | peri | IN | 46 | 0.41237125804664543 | 0.249789089870656 |
| 10 | Glaucoma | correct | full | ST | 46 | 0.09742898919008372 | 0.08228642449987539 |
| 11 | Glaucoma | correct | full | SN | 46 | 0.18659980165443252 | 0.20125297725836833 |
| 12 | Glaucoma | correct | full | IT | 46 | 0.36286098988076154 | 0.26458782651352963 |
| 13 | Glaucoma | correct | full | IN | 46 | 0.35311022712131146 | 0.2246580892242915 |
| 14 | Glaucoma | incorrect | disc | ST | 34 | 0.252112440145696 | 0.15034014496616682 |
| 15 | Glaucoma | incorrect | disc | SN | 34 | 0.1746002632983389 | 0.09578946023984732 |
| 16 | Glaucoma | incorrect | disc | IT | 34 | 0.3293620129186265 | 0.17212955919145329 |
| 17 | Glaucoma | incorrect | disc | IN | 34 | 0.24392528597147015 | 0.17660301429323946 |
| 18 | Glaucoma | incorrect | peri | ST | 34 | 0.20385530932089996 | 0.17952535419921464 |
| 19 | Glaucoma | incorrect | peri | SN | 34 | 0.15875330500366588 | 0.15449712019023593 |
| 20 | Glaucoma | incorrect | peri | IT | 34 | 0.3862569142356727 | 0.2418765080584544 |
| 21 | Glaucoma | incorrect | peri | IN | 34 | 0.25113447428742586 | 0.24028533916258976 |
| 22 | Glaucoma | incorrect | full | ST | 34 | 0.21217464524321497 | 0.15540407279111246 |
| 23 | Glaucoma | incorrect | full | SN | 34 | 0.16330973974559065 | 0.12739118311502012 |
| 24 | Glaucoma | incorrect | full | IT | 34 | 0.37856896329311157 | 0.20473194944523931 |
| 25 | Glaucoma | incorrect | full | IN | 34 | 0.24594665148198902 | 0.20319230952963316 |
| 26 | Normal | correct | disc | ST | 313 | 0.21529517366946307 | 0.0928060891129116 |
| 27 | Normal | correct | disc | SN | 313 | 0.1571976673739274 | 0.08983072836980605 |
| 28 | Normal | correct | disc | IT | 313 | 0.3536251021009069 | 0.14392434591451472 |
| 29 | Normal | correct | disc | IN | 313 | 0.27388205685844386 | 0.13935549411695708 |
| 30 | Normal | correct | peri | ST | 313 | 0.16039412908580125 | 0.10491506604844639 |
| 31 | Normal | correct | peri | SN | 313 | 0.11198831344232964 | 0.1038424179426872 |
| 32 | Normal | correct | peri | IT | 313 | 0.4372451776941388 | 0.22439216417926178 |
| 33 | Normal | correct | peri | IN | 313 | 0.29037237912573877 | 0.21697235549864913 |
| 34 | Normal | correct | full | ST | 313 | 0.17585699926973924 | 0.09265567144523121 |
| 35 | Normal | correct | full | SN | 313 | 0.1305376994147368 | 0.09449518811759064 |
| 36 | Normal | correct | full | IT | 313 | 0.4112080738659084 | 0.19447938630719017 |
| 37 | Normal | correct | full | IN | 313 | 0.28239722323230754 | 0.18195870133945977 |
| 38 | Normal | incorrect | disc | ST | 27 | 0.12299851888544425 | 0.11261550366741999 |
| 39 | Normal | incorrect | disc | SN | 27 | 0.2121276641099002 | 0.1995218721251311 |
| 40 | Normal | incorrect | disc | IT | 27 | 0.26471045076221783 | 0.17809359884921286 |
| 41 | Normal | incorrect | disc | IN | 27 | 0.40016336326290614 | 0.22355291760060642 |
| 42 | Normal | incorrect | peri | ST | 27 | 0.07760201435962506 | 0.10155210979149742 |
| 43 | Normal | incorrect | peri | SN | 27 | 0.1965738090304749 | 0.2495116802723263 |
| 44 | Normal | incorrect | peri | IT | 27 | 0.2814199416369157 | 0.2308903646345705 |
| 45 | Normal | incorrect | peri | IN | 27 | 0.4444042475568166 | 0.27092685369261976 |
| 46 | Normal | incorrect | full | ST | 27 | 0.09632595685606479 | 0.13797078057713352 |
| 47 | Normal | incorrect | full | SN | 27 | 0.20212570434383328 | 0.2336043948759492 |
| 48 | Normal | incorrect | full | IT | 27 | 0.3081102746977408 | 0.2523555953549531 |
| 49 | Normal | incorrect | full | IN | 27 | 0.3934380562908973 | 0.24633953116106946 |