docs: track paper sources and scoliosis experiment updates

This commit is contained in:
2026-03-10 17:18:54 +08:00
parent 782bc098a6
commit e2908febfa
8 changed files with 989 additions and 21 deletions
+4 -1
View File
@@ -2,7 +2,7 @@
This note records the current Scoliosis1K implementation status in this repo and the main conclusions from the recent reproduction/debugging work.
For a stricter paper-vs-local reproducibility breakdown, see [scoliosis_reproducibility_audit.md](/home/crosstyan/Code/OpenGait/docs/scoliosis_reproducibility_audit.md).
For a stricter paper-vs-local reproducibility breakdown, see [scoliosis_reproducibility_audit.md](scoliosis_reproducibility_audit.md).
## Current status
@@ -69,6 +69,8 @@ The main findings so far are:
- On the easier `1:1:2` split, the skeleton branch is clearly learnable:
- `body-only + weighted CE` reached `81.82%` accuracy and `65.96%` macro-F1 on the full test set at `7000`
- `body-only + plain CE` improved that to `83.16%` accuracy and `68.47%` macro-F1 at `7000`
- a later full-test rerun confirmed the `body-only + plain CE` `7000` result exactly
- a `head-lite + plain CE` variant looked promising on the fixed proxy subset but underperformed on the full test set at `7000` (`78.07%` accuracy, `62.08%` macro-F1)
The current working conclusion is:
@@ -76,6 +78,7 @@ The current working conclusion is:
- the strong silhouette checkpoint is not evidence that the skeleton-map path works
- the main remaining suspect is the skeleton-map representation and preprocessing path
- for practical model development, `1:1:2` is currently the better working split than `1:1:8`
- for practical model development, the current best skeleton recipe is still `body-only + plain CE + SGD` on `1:1:2`
For readability in this repo's docs, `ScoNet-MT-ske` refers to the skeleton-map variant that the DRF paper writes as `ScoNet-MT^{ske}`.