doanh eval task 18

doanh_eval175/task_18/timing.json

@@ -14,7 +14,37 @@
     "knn_peak": 0.8764705882352941,
     "knn_robust": 0.5098039215686274,
     "fused_peak": 0.9447275379256816,
-    "fused_robust": 0.5332872242752509
+    "fused_robust": 0.5332872242752509,
+    "h_pairs": [
+      0.9486576428108756,
+      0.9899373094594115,
+      0.9885236429081644,
+      0.09279997551059238,
+      0.7313235535347574,
+      0.7146721743518801,
+      0.7085642376131102,
+      0.0859727034725235,
+      0.1807902960635801
+    ],
+    "h_frames": [
+      0.6764705882352942,
+      0.5588235294117647,
+      0.9803921568627451,
+      0.892156862745098,
+      0.5196078431372548,
+      0.303921568627451,
+      0.0490196078431373,
+      0.0490196078431373,
+      0.20588235294117652,
+      0.8725490196078431
+    ]
+  },
+  "baseline_normalizer": {
+    "sigma": 0.08700369450325565,
+    "alpha": 11.493764784466483,
+    "n_boot": 200,
+    "pct": 80,
+    "seed": 42
   },
   "online": {
     "cycle_peak": 0.6585419710816376,
@@ -22,20 +52,45 @@
     "fused_peak": 0.8346400731666187,
     "ratio_cycle": 0.6827070402235358,
     "ratio_knn": 1.0223713646532437,
-    "ratio_fused": 0.8834717309069029
+    "ratio_fused": 0.8834717309069029,
+    "score_norm": 0.20761721533012212,
+    "h_pairs": [
+      0.016665575861527948,
+      0.21755452271455655,
+      0.6603263818111001,
+      0.6963841219618316,
+      0.4470736019407898,
+      0.349149725965083,
+      0.2579128087584869,
+      0.6573523639286626,
+      0.5355427871776174
+    ],
+    "h_frames": [
+      0.4019607843137255,
+      0.6764705882352942,
+      0.5588235294117647,
+      0.9117647058823529,
+      0.8137254901960784,
+      0.9313725490196079,
+      0.892156862745098,
+      0.4607843137254902,
+      0.7352941176470589,
+      0.8137254901960784
+    ]
   },
   "timings_seconds": {
-    "00_model_load": 8.972617782652378,
-    "offline_01_load_refs": 0.00044299662113189697,
-    "offline_02_cycle_null_build": 18.04712781868875,
-    "offline_03_dinov2_pool_build": 0.001820666715502739,
-    "offline_04_knn_loo_null": 14.459953919053078,
-    "offline_05_h_train_baseline": 21.433372236788273,
-    "online_01_sample_frames": 0.9000498857349157,
-    "online_02_sam3_segment": 8.209386533126235,
-    "online_03_cycle_9_pairs": 0.9901721905916929,
-    "online_04_knn_10_frames": 6.136637855321169,
-    "online_05_fusion_ratio": 8.248351514339447e-05,
-    "online_total": 16.236778892576694
+    "00_model_load": 8.450164513662457,
+    "offline_01_load_refs": 0.0004344116896390915,
+    "offline_02_cycle_null_build": 17.598716976121068,
+    "offline_03_dinov2_pool_build": 0.001733437180519104,
+    "offline_04_knn_loo_null": 13.904923079535365,
+    "offline_05_h_train_baseline": 22.748817540705204,
+    "offline_06_baseline_normalizer_fit": 0.029173828661441803,
+    "online_01_sample_frames": 0.8902467787265778,
+    "online_02_sam3_segment": 8.330683195963502,
+    "online_03_cycle_9_pairs": 0.9541127178817987,
+    "online_04_knn_10_frames": 6.186859300360084,
+    "online_05_fusion_ratio": 6.182678043842316e-05,
+    "online_total": 16.362328696995974
   }
 }

doanh_eval175/task_18/timing_summary.md

@@ -11,18 +11,19 @@ Refs: **50**  |  Cycle null pairs: **182**  |  kNN k=15, route=**ivar**
 
 | Phase | Step | Time |
 |---|---|---|
-| SETUP | 00_model_load | **8.97 s** |
+| SETUP | 00_model_load | **8.45 s** |
 | OFFLINE | offline_01_load_refs | **0 ms** |
-| OFFLINE | offline_02_cycle_null_build | **18.05 s** |
+| OFFLINE | offline_02_cycle_null_build | **17.60 s** |
 | OFFLINE | offline_03_dinov2_pool_build | **2 ms** |
-| OFFLINE | offline_04_knn_loo_null | **14.46 s** |
-| OFFLINE | offline_05_h_train_baseline | **21.43 s** |
-| ONLINE | online_01_sample_frames | **900 ms** |
-| ONLINE | online_02_sam3_segment | **8.21 s** |
-| ONLINE | online_03_cycle_9_pairs | **990 ms** |
-| ONLINE | online_04_knn_10_frames | **6.14 s** |
+| OFFLINE | offline_04_knn_loo_null | **13.90 s** |
+| OFFLINE | offline_05_h_train_baseline | **22.75 s** |
+| OFFLINE | offline_06_baseline_normalizer_fit | **29 ms** |
+| ONLINE | online_01_sample_frames | **890 ms** |
+| ONLINE | online_02_sam3_segment | **8.33 s** |
+| ONLINE | online_03_cycle_9_pairs | **954 ms** |
+| ONLINE | online_04_knn_10_frames | **6.19 s** |
 | ONLINE | online_05_fusion_ratio | **0 ms** |
-| ONLINE | online_total | **16.24 s** |
+| ONLINE | online_total | **16.36 s** |
 
 ## Scores
 
@@ -30,4 +31,10 @@ Refs: **50**  |  Cycle null pairs: **182**  |  kNN k=15, route=**ivar**
 |---|---|---|---|---|
 | cycle | 0.9646 | 0.6585 | **0.683** | ✓ clean |
 | knn | 0.8765 | 0.8961 | **1.022** | 🔴 HALLU |
-| fused | 0.9447 | 0.8346 | **0.883** | ✓ clean |
+| fused | 0.9447 | 0.8346 | **0.883** | ✓ clean |
+
+## Normalized fused score (sigmoid, bootstrap baseline σ=0.0870, α=11.49)
+
+- `score_norm = sigmoid(α · (ratio_fused − 1)) = ` **0.208**
+  - 0.5 = at baseline (ratio = 1.0)
+  - >0.5 = more anomalous than baseline; <0.5 = cleaner