doanh eval task 12

doanh_eval175/task_12/timing.json

@@ -14,7 +14,37 @@
     "knn_peak": 0.6647058823529413,
     "knn_robust": 0.44362745098039214,
     "fused_peak": 0.710400348104149,
-    "fused_robust": 0.4383905271373991
+    "fused_robust": 0.4383905271373991,
+    "h_pairs": [
+      0.8292773742252355,
+      0.8359411997112001,
+      0.6934694613211744,
+      0.3862892786236366,
+      0.5960363006830423,
+      0.11873888760611062,
+      0.373640704639265,
+      0.2959856876674475,
+      0.1720595796133917
+    ],
+    "h_frames": [
+      0.42156862745098034,
+      0.10784313725490191,
+      0.06862745098039214,
+      0.02941176470588236,
+      0.48039215686274506,
+      0.892156862745098,
+      0.8529411764705882,
+      0.6176470588235294,
+      0.5392156862745099,
+      0.4607843137254902
+    ]
+  },
+  "baseline_normalizer": {
+    "sigma": 0.09389956065120861,
+    "alpha": 10.649677091829169,
+    "n_boot": 200,
+    "pct": 80,
+    "seed": 42
   },
   "online": {
     "cycle_peak": 0.8099461978289972,
@@ -22,20 +52,45 @@
     "fused_peak": 0.4254999911246452,
     "ratio_cycle": 1.083116052693023,
     "ratio_knn": 0.22713864306784662,
-    "ratio_fused": 0.5989580273435682
+    "ratio_fused": 0.5989580273435682,
+    "score_norm": 0.01377583768067004,
+    "h_pairs": [
+      0.7926161965741954,
+      0.9788740906471736,
+      0.8359411997112001,
+      0.5300568658865941,
+      0.4589403904928896,
+      0.169269101891516,
+      0.23571562496910325,
+      0.6240144021971843,
+      0.5907078633588315
+    ],
+    "h_frames": [
+      0.4607843137254902,
+      0.12745098039215685,
+      0.02941176470588236,
+      0.06862745098039214,
+      0.019607843137254943,
+      0.02941176470588236,
+      0.1470588235294118,
+      0.08823529411764708,
+      0.16666666666666663,
+      0.08823529411764708
+    ]
   },
   "timings_seconds": {
-    "00_model_load": 8.273697121068835,
-    "offline_01_load_refs": 0.0004403013736009598,
-    "offline_02_cycle_null_build": 18.62961396202445,
-    "offline_03_dinov2_pool_build": 0.001808207482099533,
-    "offline_04_knn_loo_null": 14.194903803989291,
-    "offline_05_h_train_baseline": 22.685760095715523,
-    "online_01_sample_frames": 0.9208447393029928,
-    "online_02_sam3_segment": 8.20330598950386,
-    "online_03_cycle_9_pairs": 0.9665995929390192,
-    "online_04_knn_10_frames": 6.301043612882495,
-    "online_05_fusion_ratio": 7.290765643119812e-05,
-    "online_total": 16.39222639426589
+    "00_model_load": 9.646296748891473,
+    "offline_01_load_refs": 0.0005668159574270248,
+    "offline_02_cycle_null_build": 17.728827573359013,
+    "offline_03_dinov2_pool_build": 0.0015014074742794037,
+    "offline_04_knn_loo_null": 14.057176496833563,
+    "offline_05_h_train_baseline": 22.471984477713704,
+    "offline_06_baseline_normalizer_fit": 0.02098897285759449,
+    "online_01_sample_frames": 0.8728883117437363,
+    "online_02_sam3_segment": 8.241554666310549,
+    "online_03_cycle_9_pairs": 0.9208648130297661,
+    "online_04_knn_10_frames": 5.581252401694655,
+    "online_05_fusion_ratio": 6.531178951263428e-05,
+    "online_total": 15.617009617388248
   }
 }

doanh_eval175/task_12/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 | **8.27 s** |
-| OFFLINE | offline_01_load_refs | **0 ms** |
-| OFFLINE | offline_02_cycle_null_build | **18.63 s** |
+| SETUP | 00_model_load | **9.65 s** |
+| OFFLINE | offline_01_load_refs | **1 ms** |
+| OFFLINE | offline_02_cycle_null_build | **17.73 s** |
 | OFFLINE | offline_03_dinov2_pool_build | **2 ms** |
-| OFFLINE | offline_04_knn_loo_null | **14.19 s** |
-| OFFLINE | offline_05_h_train_baseline | **22.69 s** |
-| ONLINE | online_01_sample_frames | **921 ms** |
-| ONLINE | online_02_sam3_segment | **8.20 s** |
-| ONLINE | online_03_cycle_9_pairs | **967 ms** |
-| ONLINE | online_04_knn_10_frames | **6.30 s** |
+| OFFLINE | offline_04_knn_loo_null | **14.06 s** |
+| OFFLINE | offline_05_h_train_baseline | **22.47 s** |
+| OFFLINE | offline_06_baseline_normalizer_fit | **21 ms** |
+| ONLINE | online_01_sample_frames | **873 ms** |
+| ONLINE | online_02_sam3_segment | **8.24 s** |
+| ONLINE | online_03_cycle_9_pairs | **921 ms** |
+| ONLINE | online_04_knn_10_frames | **5.58 s** |
 | ONLINE | online_05_fusion_ratio | **0 ms** |
-| ONLINE | online_total | **16.39 s** |
+| ONLINE | online_total | **15.62 s** |
 
 ## Scores
 
@@ -30,4 +31,10 @@ Refs: **50**  |  Cycle null pairs: **182**  |  kNN k=15, route=**ivar**
 |---|---|---|---|---|
 | cycle | 0.7478 | 0.8099 | **1.083** | 🔴 HALLU |
 | knn | 0.6647 | 0.1510 | **0.227** | ✓ clean |
-| fused | 0.7104 | 0.4255 | **0.599** | ✓ clean |
+| fused | 0.7104 | 0.4255 | **0.599** | ✓ clean |
+
+## Normalized fused score (sigmoid, bootstrap baseline σ=0.0939, α=10.65)
+
+- `score_norm = sigmoid(α · (ratio_fused − 1)) = ` **0.014**
+  - 0.5 = at baseline (ratio = 1.0)
+  - >0.5 = more anomalous than baseline; <0.5 = cleaner