Datasets:
File size: 1,890 Bytes
4a0d755 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 | {
"selection": "10 per class from test, lowest SHA256(seed+filename); independent of predictions",
"seed": "aid-controlled-20261022-v1",
"images": 300,
"conditions": [
"control",
"blur_1",
"blur_2",
"contrast_0.5",
"contrast_1.5",
"shift_left_60",
"shift_right_60"
],
"variant_rows": 2100,
"image_policy": "All controls and transformed variants are 600x600 RGB lossless PNG; control preserves decoded RGB pixels; no resizing.",
"transformations": {
"blur": "Pillow GaussianBlur radius 1 or 2 pixels",
"contrast": "Pillow ImageEnhance.Contrast factors 0.5 and 1.5",
"shift": "60 pixels left/right with reflected fill; crops 60 original boundary pixels, so this is not pure object-position isolation"
},
"analysis": "Paired accuracy changes vs fresh control; McNemar tests; pairwise differences of change via paired randomization; Holm across 30 within-model and 60 between-model tests.",
"notes": [
"Equal-class balanced subset; accuracy is not directly comparable to the full test split.",
"Ground truth held fixed; stronger transforms may remove discriminative evidence.",
"Single stochastic response per model/image/condition; repeat on independent data to confirm."
],
"experiment": "controlled-definitions-v1",
"prompt_condition": "aid-definitions-v1",
"prompt_sha256": "12e2b2b58a973300a03c8c307366cefa37488dce365152bb2852d08115a5ea1b",
"case_manifest_sha256": "3d1f6fe4bc546ac861c4825bf2da3e07ffb42d417e6c3f918fefdca11fe1a625",
"dataset": "aid-controlled-300-v1",
"dataset_version": "1000198078684663546",
"models": [
"luna",
"jev",
"clef",
"d1",
"d1-ultra"
],
"trials": 1,
"control": "Fresh clean PNG predictions with the same definitions prompt as every transformation; never use full-test or historical accuracy as the control.",
"max_concurrency_per_model": 6
}
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