diff --git a/runs/clean_gold_comparison.json b/runs/clean_gold_comparison.json
index a63395b4..fa769c87 100644
--- a/runs/clean_gold_comparison.json
+++ b/runs/clean_gold_comparison.json
@@ -1,186 +1,186 @@
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@@ -189,537 +189,537 @@
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+          "recall": 0.5666666666666667,
+          "f1": 0.6181818181818183,
+          "mean_mask_iou": 0.7718810399392496,
+          "n_matched": 17
+        },
+        "loop_face": {
+          "tp": 53,
+          "fp": 18,
+          "fn": 14,
+          "precision": 0.7464788732394366,
+          "recall": 0.7910447761194029,
+          "f1": 0.7681159420289855,
+          "mean_mask_iou": 0.8402192277773846,
+          "n_matched": 53
+        },
+        "ice": {
+          "tp": 1,
+          "fp": 2,
+          "fn": 8,
+          "precision": 0.3333333333333333,
+          "recall": 0.1111111111111111,
+          "f1": 0.16666666666666666,
+          "mean_mask_iou": 0.8719512195121951,
+          "n_matched": 1
+        }
+      },
+      "overall": {
+        "tp": 184,
+        "fp": 40,
+        "fn": 44,
+        "precision": 0.8214285714285714,
+        "recall": 0.8070175438596491,
+        "f1": 0.8141592920353982,
+        "mean_mask_iou": 0.86017249351819,
+        "n_matched": 184
+      },
+      "dataset": {
+        "gold_images": 107
+      }
+    },
+    "2026-10-31_v6-s-noflip-mask1": {
+      "per_class": {
+        "loop_all": {
+          "tp": 78,
+          "fp": 7,
+          "fn": 4,
+          "precision": 0.9176470588235294,
+          "recall": 0.9512195121951219,
+          "f1": 0.9341317365269461,
+          "mean_mask_iou": 0.8857253534438428,
+          "n_matched": 78
+        },
+        "pin": {
+          "tp": 35,
+          "fp": 6,
+          "fn": 5,
+          "precision": 0.8536585365853658,
+          "recall": 0.875,
+          "f1": 0.8641975308641976,
+          "mean_mask_iou": 0.8936607328471474,
+          "n_matched": 35
+        },
+        "crystal": {
+          "tp": 17,
+          "fp": 12,
+          "fn": 13,
+          "precision": 0.5862068965517241,
+          "recall": 0.5666666666666667,
+          "f1": 0.576271186440678,
+          "mean_mask_iou": 0.7850463630065345,
+          "n_matched": 17
+        },
+        "loop_face": {
+          "tp": 55,
+          "fp": 19,
+          "fn": 12,
+          "precision": 0.7432432432432432,
+          "recall": 0.8208955223880597,
+          "f1": 0.7801418439716312,
+          "mean_mask_iou": 0.8324109454668613,
+          "n_matched": 55
+        },
+        "ice": {
+          "tp": 1,
+          "fp": 1,
+          "fn": 8,
+          "precision": 0.5,
+          "recall": 0.1111111111111111,
+          "f1": 0.1818181818181818,
+          "mean_mask_iou": 0.8629737609329446,
+          "n_matched": 1
+        }
+      },
+      "overall": {
+        "tp": 186,
+        "fp": 45,
+        "fn": 42,
+        "precision": 0.8051948051948052,
+        "recall": 0.8157894736842105,
+        "f1": 0.8104575163398693,
+        "mean_mask_iou": 0.8621293932848991,
+        "n_matched": 186
+      },
+      "dataset": {
+        "gold_images": 107
       }
     }
   },
@@ -4438,12 +4906,151 @@
     "tpi_57070",
     "tpi_58417",
     "tpi_58588",
-    "tpi_58595",
-    "tpi_61343",
-    "tpi_61381"
+    "tpi_58595"
   ],
-  "mounts": 249,
+  "mounts": 210,
   "excluded": {
-    "tpi_14688": "same image as tpi_14689 (uploaded twice), labelled differently"
+    "tpi_14688": "same image as tpi_14689 (uploaded twice), labelled differently",
+    "tpi_33849": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61565": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61361": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61572": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61344": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61340": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_10130": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61327": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61334": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_8507": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_61653": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_62719": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_63389": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_62617": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_8400": "labelled needle, is not one, out of focus (user review 2026-10-28)",
+    "tpi_8196": "uninterpretable frame, legacy June batch (user review 2026-10-28)",
+    "tpi_62033": "crystal outline wrong (user review 2026-10-28); re-label or drop",
+    "tpi_16963": "crystal label dubious (user review 2026-10-28); re-label or drop",
+    "tpi_45649": "labelled empty loop, object in the loop not labelled (user review 2026-10-28); re-label or drop",
+    "tpi_62718": "crystal outline far larger than the crystal (user review 2026-10-28); re-label or drop",
+    "tpi_57242": "crystal label dubious (user review 2026-10-28); re-label or drop",
+    "tpi_32690": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_62634": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_63417": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_63479": "DAQ detection box burned into the frame (gold, Spark audit 2026-10-28)",
+    "tpi_11746": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_12701": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_1549": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_16353": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_19754": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_20409": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_21140": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_21432": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_21511": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_22585": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_2979": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_34806": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_57013": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_5971": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61322": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61341": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61376": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61378": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61429": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61558": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61582": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61599": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61606": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61607": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61663": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61691": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_61746": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62606": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62613": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62624": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62629": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62701": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62709": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_62715": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63079": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63085": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63087": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63097": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63155": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63156": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63157": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63167": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63168": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63381": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63411": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63412": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63453": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63475": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_63476": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_6751": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_8060": "DAQ detection box burned into the frame (training sets, Spark audit 2026-10-28)",
+    "tpi_16092": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_16252": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_16321": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_24512": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_32422": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_32762": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_34038": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_46469": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_49039": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_55912": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_56840": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_57342": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_60116": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_60637": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_61066": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61069": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61343": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61374": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61381": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61385": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61392": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61411": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61430": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61441": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61442": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61443": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61452": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61457": "every outline kept unchanged from the yolo26n-seg-overlap-false-2026-04-12 proposal (gold review 2026-10-28)",
+    "tpi_61594": "every outline kept unchanged from the yolo26n-seg-alc-v1-noflip-mask1-2026-09-29 proposal (gold review 2026-10-28)",
+    "tpi_61610": "every outline kept unchanged from the yolo26n-seg-alc-v1-noflip-mask1-2026-09-29 proposal (gold review 2026-10-28)",
+    "tpi_62413": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62645": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62646": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62656": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62669": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62703": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62711": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62717": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62746": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62749": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62754": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62755": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62757": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62758": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62763": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62764": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62769": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62776": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)",
+    "tpi_62910": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_62965": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63376": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63390": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63420": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63426": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63436": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63463": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63481": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63490": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63492": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63516": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63535": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63540": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63548": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_63554": "every outline kept unchanged from the yolo26n-seg-v4-noflip-mask1-2026-10-02 proposal (gold review 2026-10-28)",
+    "tpi_8378": "every outline kept unchanged from the yolo26n-seg-v3-noflip-mask1-2026-09-30 proposal (gold review 2026-10-28)"
   }
 }
\ No newline at end of file