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MACS experiments
Outputs of the MACS v2 experiments (experiments/macs_v2 in the MACS-2 repository), backed up per host.
macs_v2/
results/<user>@<host>.results.csv one row per finished run on that host (task, target, variant, budget, seed,
test metrics, timing, host, commit); the same run may appear on two hosts
when it was re-run - keep the latest row per (task, target, variant, budget, seed)
runs/<task>/<target>/<variant>/budget-<percent>/seed-<seed>/
result.json full record: config, source weights (prior and corrected), teacher diagnostics,
per-round records, test metrics (patch- and image-level, calibration), resources
rounds.csv per active-learning round
log.txt the run's log
models/<task>/<target>/<variant>/budget-<percent>_seed-<seed>.pth
student checkpoints: seed 1 at 10% and 100% for the paper's variants
(macs-v2-tta, macs-v7, macs-v10, neuroadda, single-labeled, scratch)
Tasks: membrane (9 domains, each target uses the other 8 as sources) and mitochondria (5 domains, 4 sources).
Budget = annotation budget as a percentage of the target's training patches. Budgets: 2, 5, 10 (seeds 1-3) and 20, 40, 60, 80, 100 (seed 1). Variants named macs-* are MACS recipes
(macs-v2-tta, macs-v7, macs-v10 are the reported ones; the others are ablations and development history,
see config inside each result.json). Source (teacher) models live in imAniksahA/blab under
c/MACS/source-models/v3/.
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