Upload complete baseline results with repaired Qwen boxes

Includes Grounding DINO and Qwen2.5-VL-3B evaluation artifacts, regenerated tables/statistics, and Qwen predictions repaired by interpreting model box outputs as pixel coordinates when appropriate.

evaluation/qwen2_5_vl_3b/failure_cases.jsonl

@@ -1,30 +1,29 @@
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-{"id": "ref_l4_refcoco_testB_6509:en", "prediction": {"error": null, "latency_ms": 4479.312506000042, "model_raw": "<box><x1=\"137,268,294,415\" y1=\"294\" alt=\"banana lower left of screen\">banana lower left of screen</box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,268,294,415\" y1=\"294\" alt=\"banana lower left of screen\">banana lower left of screen</box>"}}
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-{"id": "ref_l4_refcoco_testB_7657:vi", "prediction": {"error": null, "latency_ms": 2048.2483779996983, "model_raw": "There are none.", "norm": [], "parse_ok": false, "pixel": [], "raw": "There are none."}}
-{"id": "ref_l4_refcoco_testB_9704:vi", "prediction": {"error": null, "latency_ms": 3663.588625000557, "model_raw": "<box><x1=\"145,183,179,196\">gối trắng bìa trắng của giường</x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"145,183,179,196\">gối trắng bìa trắng của giường</x1></box>"}}
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-{"id": "ref_l4_refcoco_val_124515:vi", "prediction": {"error": null, "latency_ms": 4532.554970999627, "model_raw": "<box><x1=\"78,234,95,264\"></x1><x2=\"100,234,110,250\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"78,234,95,264\"></x1><x2=\"100,234,110,250\"></x2></box>"}}
-{"id": "ref_l4_refcoco_val_123602", "prediction": {"error": null, "latency_ms": 4228.38293300083, "model_raw": "<box><x1>493</x1><y1=\"325\"></y1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1>493</x1><y1=\"325\"></y1></box>"}}
-{"id": "ref_l4_refcoco_testB_8856", "prediction": {"error": null, "latency_ms": 3446.5024349992746, "model_raw": "<box><x1=\"53,46,147,320\" y1=\"218\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"53,46,147,320\" y1=\"218\"></x1></box>"}}
-{"id": "ref_l4_refcoco_val_126043", "prediction": {"error": null, "latency_ms": 3518.577943999844, "model_raw": "<box><x1=\"345,186,587,296\" y1=\"294\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"345,186,587,296\" y1=\"294\"></x1></box>"}}
-{"id": "ref_l4_refcoco_testB_9902", "prediction": {"error": null, "latency_ms": 3817.640219000168, "model_raw": "<box><x1=\"35,149,167,328\" y1=\"218\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"35,149,167,328\" y1=\"218\"></x1></box>"}}
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-{"id": "ref_l4_refcoco_val_126041:hardpair_en", "prediction": {"error": null, "latency_ms": 3427.6538689991867, "model_raw": "<box><x1=\"138,245,376,364\" y1=\"296\"></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"138,245,376,364\" y1=\"296\"></box>"}}
-{"id": "ref_l4_refcoco_testB_9152:hardpair_en", "prediction": {"error": null, "latency_ms": 3277.2031799995602, "model_raw": "{\"bbox_2d\":[-1,164,183,295]}", "norm": [], "parse_ok": false, "pixel": [], "raw": "{\"bbox_2d\":[-1,164,183,295]}"}}
-{"id": "ref_l4_refcoco_val_122327:hardpair_en", "prediction": {"error": null, "latency_ms": 5628.346425000927, "model_raw": "<box><x1=\"248,35,427,126\"></x1><x2=\"248,35,427,126\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"248,35,427,126\"></x1><x2=\"248,35,427,126\"></x2></box>"}}
-{"id": "ref_l4_refcoco_testB_6061:hardpair_en", "prediction": {"error": null, "latency_ms": 4176.465954999003, "model_raw": "<box><x1=\"153,14,644,470\" y1=\"189\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"153,14,644,470\" y1=\"189\"></x1></box>"}}
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-{"id": "ref_l4_refcoco_testB_9902:hardpair_en", "prediction": {"error": null, "latency_ms": 3904.455288000463, "model_raw": "<box><x1=\"135,246,278,339\" y1=\"270\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,246,278,339\" y1=\"270\"></x1></box>"}}
-{"id": "ref_l4_refcoco_testB_7417:hardpair_en", "prediction": {"error": null, "latency_ms": 3499.91443700128, "model_raw": "<box><x1=\"135,78,294,368\" y1=\"171\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,78,294,368\" y1=\"171\"></x1></box>"}}
-{"id": "ref_l4_refcoco_testB_8639:hardpair_en", "prediction": {"error": null, "latency_ms": 4299.007502999302, "model_raw": "<box><x1=\"135,246,307,389\"></x1><x2=\"135,246,307,389\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,246,307,389\"></x1><x2=\"135,246,307,389\"></x2></box>"}}
-{"id": "ref_l4_refcoco_testA_385:hardpair_en", "prediction": {"error": null, "latency_ms": 6065.8498400007375, "model_raw": "<box><x1=\"137,245,206,289\" y1=\"262\"></x1><x2=\"137,245,206,289\" y2=\"262\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,245,206,289\" y1=\"262\"></x1><x2=\"137,245,206,289\" y2=\"262\"></x2></box>"}}
-{"id": "ref_l4_refcoco_testA_462:hardpair_en", "prediction": {"error": null, "latency_ms": 4038.044331002311, "model_raw": "<box><x1=\"78,345,236,469\" y1=\"382\"></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"78,345,236,469\" y1=\"382\"></box>"}}
+{"id": "ref_l4_refcoco_testB_5670:en", "prediction": {"error": null, "latency_ms": 4128.200740000011, "model_raw": "<box><x1=\"134,105,206,227</x1><x2=\"134,105,206,227</x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"134,105,206,227</x1><x2=\"134,105,206,227</x2></box>"}}
+{"id": "ref_l4_refcoco_testB_6508:en", "prediction": {"error": null, "latency_ms": 4239.061456999934, "model_raw": "<box><x1=\"137,145,368,415\" y1=\"290\" alt=\"lower left banana\">lower left banana</box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,145,368,415\" y1=\"290\" alt=\"lower left banana\">lower left banana</box>"}}
+{"id": "ref_l4_refcoco_testB_6509:en", "prediction": {"error": null, "latency_ms": 4479.312506000042, "model_raw": "<box><x1=\"137,268,294,415\" y1=\"294\" alt=\"banana lower left of screen\">banana lower left of screen</box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,268,294,415\" y1=\"294\" alt=\"banana lower left of screen\">banana lower left of screen</box>"}}
+{"id": "ref_l4_refcoco_testB_8855:en", "prediction": {"error": null, "latency_ms": 3431.0142250001263, "model_raw": "<box><x1=\"34,35,160,320\" y1=\"278\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"34,35,160,320\" y1=\"278\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_9893:en", "prediction": {"error": null, "latency_ms": 4527.729876999729, "model_raw": "<box><x1=\"145,73,256,168</x1><x2=\"145,73,256,168</x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"145,73,256,168</x1><x2=\"145,73,256,168</x2></box>"}}
+{"id": "ref_l4_refcoco_val_123145:en", "prediction": {"error": null, "latency_ms": 4915.808265999658, "model_raw": "<box><x1=\"34,165,137,338\" alt=\"below bright blue bag in back\">below bright blue bag in back</box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"34,165,137,338\" alt=\"below bright blue bag in back\">below bright blue bag in back</box>"}}
+{"id": "ref_l4_refcoco_val_130635:en", "prediction": {"error": null, "latency_ms": 3422.554871999637, "model_raw": "<box><x1=\"253,0,640,252\" y1=\"108\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"253,0,640,252\" y1=\"108\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_10611:vi", "prediction": {"error": null, "latency_ms": 5500.289796000288, "model_raw": "<box><x1=\"3,224,356,607\" alt=\"phan cnoch cua banh, khong phai la man dang duoc thu cap.\">phan cnoch cua banh, khong phai la man dang duoc thu cap.</box", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"3,224,356,607\" alt=\"phan cnoch cua banh, khong phai la man dang duoc thu cap.\">phan cnoch cua banh, khong phai la man dang duoc thu cap.</box"}}
+{"id": "ref_l4_refcoco_testB_5670:vi", "prediction": {"error": null, "latency_ms": 4860.436721999577, "model_raw": "<box><x1=\"137,145,168,194\" y1=\"145\"></x1><x2=\"137,145,168,194\" y2=\"145\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,145,168,194\" y1=\"145\"></x1><x2=\"137,145,168,194\" y2=\"145\"></x2></box>"}}
+{"id": "ref_l4_refcoco_testB_7657:vi", "prediction": {"error": null, "latency_ms": 2048.2483779996983, "model_raw": "There are none.", "norm": [], "parse_ok": false, "pixel": [], "raw": "There are none."}}
+{"id": "ref_l4_refcoco_testB_9704:vi", "prediction": {"error": null, "latency_ms": 3663.588625000557, "model_raw": "<box><x1=\"145,183,179,196\">gối trắng bìa trắng của giường</x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"145,183,179,196\">gối trắng bìa trắng của giường</x1></box>"}}
+{"id": "ref_l4_refcoco_val_121666:vi", "prediction": {"error": null, "latency_ms": 3917.5681790002272, "model_raw": "<box><x1=\"135,14,644,414\" y1=\"178\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,14,644,414\" y1=\"178\"></x1></box>"}}
+{"id": "ref_l4_refcoco_val_123602:vi", "prediction": {"error": null, "latency_ms": 4237.2930479996285, "model_raw": "<box><x1>493</x1><y1=\"325\"></y1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1>493</x1><y1=\"325\"></y1></box>"}}
+{"id": "ref_l4_refcoco_val_124515:vi", "prediction": {"error": null, "latency_ms": 4532.554970999627, "model_raw": "<box><x1=\"78,234,95,264\"></x1><x2=\"100,234,110,250\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"78,234,95,264\"></x1><x2=\"100,234,110,250\"></x2></box>"}}
+{"id": "ref_l4_refcoco_val_123602", "prediction": {"error": null, "latency_ms": 4228.38293300083, "model_raw": "<box><x1>493</x1><y1=\"325\"></y1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1>493</x1><y1=\"325\"></y1></box>"}}
+{"id": "ref_l4_refcoco_testB_8856", "prediction": {"error": null, "latency_ms": 3446.5024349992746, "model_raw": "<box><x1=\"53,46,147,320\" y1=\"218\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"53,46,147,320\" y1=\"218\"></x1></box>"}}
+{"id": "ref_l4_refcoco_val_126043", "prediction": {"error": null, "latency_ms": 3518.577943999844, "model_raw": "<box><x1=\"345,186,587,296\" y1=\"294\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"345,186,587,296\" y1=\"294\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_9902", "prediction": {"error": null, "latency_ms": 3817.640219000168, "model_raw": "<box><x1=\"35,149,167,328\" y1=\"218\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"35,149,167,328\" y1=\"218\"></x1></box>"}}
+{"id": "ref_l4_refcoco_val_123603", "prediction": {"error": null, "latency_ms": 4260.380976000306, "model_raw": "<box><x1>493</x1><y1=\"325\"></y1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1>493</x1><y1=\"325\"></y1></box>"}}
+{"id": "ref_l4_refcoco_testB_8639", "prediction": {"error": null, "latency_ms": 4295.176661998994, "model_raw": "<box><x1=\"137,248,305,386\"></x1><x2=\"137,248,305,386\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,248,305,386\"></x1><x2=\"137,248,305,386\"></x2></box>"}}
+{"id": "ref_l4_refcoco_val_126041:hardpair_en", "prediction": {"error": null, "latency_ms": 3427.6538689991867, "model_raw": "<box><x1=\"138,245,376,364\" y1=\"296\"></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"138,245,376,364\" y1=\"296\"></box>"}}
+{"id": "ref_l4_refcoco_val_122327:hardpair_en", "prediction": {"error": null, "latency_ms": 5628.346425000927, "model_raw": "<box><x1=\"248,35,427,126\"></x1><x2=\"248,35,427,126\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"248,35,427,126\"></x1><x2=\"248,35,427,126\"></x2></box>"}}
+{"id": "ref_l4_refcoco_testB_6061:hardpair_en", "prediction": {"error": null, "latency_ms": 4176.465954999003, "model_raw": "<box><x1=\"153,14,644,470\" y1=\"189\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"153,14,644,470\" y1=\"189\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_9893:hardpair_en", "prediction": {"error": null, "latency_ms": 4513.669227000719, "model_raw": "<box><x1=\"145,73,256,168</x1><x2=\"145,73,256,168</x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"145,73,256,168</x1><x2=\"145,73,256,168</x2></box>"}}
+{"id": "ref_l4_refcoco_testB_9902:hardpair_en", "prediction": {"error": null, "latency_ms": 3904.455288000463, "model_raw": "<box><x1=\"135,246,278,339\" y1=\"270\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,246,278,339\" y1=\"270\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_7417:hardpair_en", "prediction": {"error": null, "latency_ms": 3499.91443700128, "model_raw": "<box><x1=\"135,78,294,368\" y1=\"171\"></x1></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,78,294,368\" y1=\"171\"></x1></box>"}}
+{"id": "ref_l4_refcoco_testB_8639:hardpair_en", "prediction": {"error": null, "latency_ms": 4299.007502999302, "model_raw": "<box><x1=\"135,246,307,389\"></x1><x2=\"135,246,307,389\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"135,246,307,389\"></x1><x2=\"135,246,307,389\"></x2></box>"}}
+{"id": "ref_l4_refcoco_testA_385:hardpair_en", "prediction": {"error": null, "latency_ms": 6065.8498400007375, "model_raw": "<box><x1=\"137,245,206,289\" y1=\"262\"></x1><x2=\"137,245,206,289\" y2=\"262\"></x2></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"137,245,206,289\" y1=\"262\"></x1><x2=\"137,245,206,289\" y2=\"262\"></x2></box>"}}
+{"id": "ref_l4_refcoco_testA_462:hardpair_en", "prediction": {"error": null, "latency_ms": 4038.044331002311, "model_raw": "<box><x1=\"78,345,236,469\" y1=\"382\"></box>", "norm": [], "parse_ok": false, "pixel": [], "raw": "<box><x1=\"78,345,236,469\" y1=\"382\"></box>"}}

evaluation/qwen2_5_vl_3b/hard_pair_metrics.json

@@ -1,35 +1,35 @@
-{
-  "en": {
-    "Cross-image Pairs": 0,
-    "Multi-box": 0.0,
-    "Pair Accuracy": 0.0,
-    "Pair mIoU": 0.0156,
-    "Parse Fail": 0.01,
-    "Query Acc@0.5": 0.0,
-    "Query mIoU": 0.0455,
-    "Runtime Error": 0.0,
-    "Same-Box Collapse": 0.068,
-    "Wrong-Instance": 0.265,
-    "mean_latency_ms": 4334.4637,
-    "median_latency_ms": 4364.5833,
-    "pairs": 500,
-    "queries": 1000
-  },
-  "model": "qwen2_5_vl_3b",
-  "vi": {
-    "Cross-image Pairs": 0,
-    "Multi-box": 0.0,
-    "Pair Accuracy": 0.0,
-    "Pair mIoU": 0.0174,
-    "Parse Fail": 0.006,
-    "Query Acc@0.5": 0.0,
-    "Query mIoU": 0.0475,
-    "Runtime Error": 0.0,
-    "Same-Box Collapse": 0.118,
-    "Wrong-Instance": 0.273,
-    "mean_latency_ms": 4540.5217,
-    "median_latency_ms": 4549.8362,
-    "pairs": 500,
-    "queries": 1000
-  }
-}
+{
+  "en": {
+    "Cross-image Pairs": 0,
+    "Multi-box": 0.0,
+    "Pair Accuracy": 0.526,
+    "Pair mIoU": 0.4751,
+    "Parse Fail": 0.009,
+    "Query Acc@0.5": 0.682,
+    "Query mIoU": 0.622,
+    "Runtime Error": 0.0,
+    "Same-Box Collapse": 0.066,
+    "Wrong-Instance": 0.114,
+    "mean_latency_ms": 4334.4637,
+    "median_latency_ms": 4364.5833,
+    "pairs": 500,
+    "queries": 1000
+  },
+  "model": "qwen2_5_vl_3b",
+  "vi": {
+    "Cross-image Pairs": 0,
+    "Multi-box": 0.0,
+    "Pair Accuracy": 0.408,
+    "Pair mIoU": 0.3742,
+    "Parse Fail": 0.006,
+    "Query Acc@0.5": 0.594,
+    "Query mIoU": 0.5473,
+    "Runtime Error": 0.0,
+    "Same-Box Collapse": 0.116,
+    "Wrong-Instance": 0.15,
+    "mean_latency_ms": 4540.5217,
+    "median_latency_ms": 4549.8362,
+    "pairs": 500,
+    "queries": 1000
+  }
+}

evaluation/qwen2_5_vl_3b/latency_stats.json

@@ -1,6 +1,6 @@
-{
-  "mean_ms": 4427.1696,
-  "median_ms": 4455.7851,
-  "n": 4000,
-  "p95_ms": 5153.9211
-}
+{
+  "mean_ms": 4427.1696,
+  "median_ms": 4455.7851,
+  "n": 4000,
+  "p95_ms": 5153.9211
+}

evaluation/qwen2_5_vl_3b/qwen_repair_report.json

@@ -0,0 +1,66 @@
+{
+  "backup": "artifacts\\evaluation\\qwen2_5_vl_3b\\predictions.before_qwen_repair.jsonl",
+  "changed_predictions": 3160,
+  "hard_pair_metrics": {
+    "en": {
+      "Cross-image Pairs": 0,
+      "Multi-box": 0.0,
+      "Pair Accuracy": 0.526,
+      "Pair mIoU": 0.4751,
+      "Parse Fail": 0.009,
+      "Query Acc@0.5": 0.682,
+      "Query mIoU": 0.622,
+      "Runtime Error": 0.0,
+      "Same-Box Collapse": 0.066,
+      "Wrong-Instance": 0.114,
+      "mean_latency_ms": 4334.4637,
+      "median_latency_ms": 4364.5833,
+      "pairs": 500,
+      "queries": 1000
+    },
+    "model": "qwen2_5_vl_3b",
+    "vi": {
+      "Cross-image Pairs": 0,
+      "Multi-box": 0.0,
+      "Pair Accuracy": 0.408,
+      "Pair mIoU": 0.3742,
+      "Parse Fail": 0.006,
+      "Query Acc@0.5": 0.594,
+      "Query mIoU": 0.5473,
+      "Runtime Error": 0.0,
+      "Same-Box Collapse": 0.116,
+      "Wrong-Instance": 0.15,
+      "mean_latency_ms": 4540.5217,
+      "median_latency_ms": 4549.8362,
+      "pairs": 500,
+      "queries": 1000
+    }
+  },
+  "standard_metrics": {
+    "english": {
+      "Acc@0.5": 0.694,
+      "Acc@0.75": 0.606,
+      "Multi-box": 0.0,
+      "Parse Fail": 0.007,
+      "Runtime Error": 0.0,
+      "mIoU": 0.6349,
+      "mean_latency_ms": 4343.7998,
+      "median_latency_ms": 4355.3216,
+      "n": 1000
+    },
+    "model": "qwen2_5_vl_3b",
+    "vietnamese": {
+      "Acc@0.5": 0.619,
+      "Acc@0.75": 0.545,
+      "Multi-box": 0.0,
+      "Parse Fail": 0.007,
+      "Runtime Error": 0.0,
+      "mIoU": 0.5757,
+      "mean_latency_ms": 4489.8932,
+      "median_latency_ms": 4505.2543,
+      "n": 1000
+    },
+    "vietnamese_grounding_gap": 0.075
+  },
+  "still_parse_failed": 29
+}

evaluation/qwen2_5_vl_3b/standard_metrics.json

@@ -1,26 +1,26 @@
-{
-  "english": {
-    "Acc@0.5": 0.003,
-    "Acc@0.75": 0.0,
-    "Multi-box": 0.0,
-    "Parse Fail": 0.007,
-    "Runtime Error": 0.0,
-    "mIoU": 0.0641,
-    "mean_latency_ms": 4343.7998,
-    "median_latency_ms": 4355.3216,
-    "n": 1000
-  },
-  "model": "qwen2_5_vl_3b",
-  "vietnamese": {
-    "Acc@0.5": 0.003,
-    "Acc@0.75": 0.0,
-    "Multi-box": 0.0,
-    "Parse Fail": 0.007,
-    "Runtime Error": 0.0,
-    "mIoU": 0.0631,
-    "mean_latency_ms": 4489.8932,
-    "median_latency_ms": 4505.2543,
-    "n": 1000
-  },
-  "vietnamese_grounding_gap": 0.0
-}
+{
+  "english": {
+    "Acc@0.5": 0.694,
+    "Acc@0.75": 0.606,
+    "Multi-box": 0.0,
+    "Parse Fail": 0.007,
+    "Runtime Error": 0.0,
+    "mIoU": 0.6349,
+    "mean_latency_ms": 4343.7998,
+    "median_latency_ms": 4355.3216,
+    "n": 1000
+  },
+  "model": "qwen2_5_vl_3b",
+  "vietnamese": {
+    "Acc@0.5": 0.619,
+    "Acc@0.75": 0.545,
+    "Multi-box": 0.0,
+    "Parse Fail": 0.007,
+    "Runtime Error": 0.0,
+    "mIoU": 0.5757,
+    "mean_latency_ms": 4489.8932,
+    "median_latency_ms": 4505.2543,
+    "n": 1000
+  },
+  "vietnamese_grounding_gap": 0.075
+}