Inicio · Capítulos · 14. Señales para visión artificial
14.6.18 Protocolo de
partición
SPLIT-ATHLETE |
No athlete appears across train and test in the primary
generalization split. |
SPLIT-ROUTE |
Hold layout/route revision is grouped; adjacent clips from the same
attempt never cross splits. |
SPLIT-SESSION |
Bursts, retries and camera files from one session remain
together. |
SPLIT-GYM |
At least one external gym/wall domain is reserved when claiming
cross-site generalization. |
SPLIT-CAMERA |
Evaluate unseen viewpoints, focal lengths and capture pipelines
separately. |
SPLIT-UNKNOWN |
Hold out complete label families/subtypes for open-set evaluation;
do not sample unknowns frame-wise from known episodes. |
SPLIT-CALIBRATION |
Calibration/conformal data is disjoint from training and final
test. |
SPLIT-TIME |
For production monitoring, preserve a later temporal cohort to
detect drift. |
Fugas prohibidas
- Frames contiguos del mismo intento en train y test.
- Reintentos de la misma ruta repartidos aleatoriamente.
- Mismo atleta y mismo fondo en ambos lados de un split presentado
como generalización.
- Normalización calculada usando estadísticas del test.
- Selección de umbral sobre el test final.
- Etiquetas unknown que son variantes casi idénticas presentes en
entrenamiento.