benchmark: bench_2026-01-29T19-57-38.963931Z

.gitattributes

@@ -34,3 +34,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 example.png filter=lfs diff=lfs merge=lfs -text
+benchmark/images/1.png filter=lfs diff=lfs merge=lfs -text
+benchmark/images/2.png filter=lfs diff=lfs merge=lfs -text
+benchmark/labels/2.png filter=lfs diff=lfs merge=lfs -text
+benchmark/predicted/2.png filter=lfs diff=lfs merge=lfs -text

benchmark/labels/1.json

@@ -0,0 +1,38 @@
+[
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      879.0,
+      474.0,
+      880.0,
+      474.0
+    ],
+    "score": 0.953312873840332,
+    "track_id": "sam3-0-0-0"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      47.0,
+      202.0,
+      914.0,
+      884.0
+    ],
+    "score": 0.953312873840332,
+    "track_id": "sam3-0-0-1"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Person",
+    "bbox": [
+      560.0,
+      324.0,
+      749.0,
+      646.0
+    ],
+    "score": 0.9566602110862732,
+    "track_id": "sam3-1-0-0"
+  }
+]

benchmark/labels/2.json

@@ -0,0 +1,86 @@
+[
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      449.0,
+      460.0,
+      451.0,
+      467.0
+    ],
+    "score": 0.9680490493774414,
+    "track_id": "sam3-0-0-0"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      453.0,
+      428.0,
+      454.0,
+      428.0
+    ],
+    "score": 0.9680490493774414,
+    "track_id": "sam3-0-0-1"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      398.0,
+      258.0,
+      1023.0,
+      961.0
+    ],
+    "score": 0.9680490493774414,
+    "track_id": "sam3-0-0-2"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      89.0,
+      183.0,
+      301.0,
+      458.0
+    ],
+    "score": 0.9680490493774414,
+    "track_id": "sam3-0-0-3"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Person",
+    "bbox": [
+      672.0,
+      437.0,
+      727.0,
+      457.0
+    ],
+    "score": 0.9651554822921753,
+    "track_id": "sam3-1-0-0"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Person",
+    "bbox": [
+      558.0,
+      325.0,
+      681.0,
+      628.0
+    ],
+    "score": 0.9651554822921753,
+    "track_id": "sam3-1-0-1"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Person",
+    "bbox": [
+      178.0,
+      213.0,
+      228.0,
+      291.0
+    ],
+    "score": 0.9651554822921753,
+    "track_id": "sam3-1-0-2"
+  }
+]

benchmark/predicted/1.json

@@ -0,0 +1,14 @@
+[
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      31.1796875,
+      190.83572387695312,
+      940.5012817382812,
+      902.2064208984375
+    ],
+    "score": 0.8734476566314697,
+    "track_id": "f0-d0"
+  }
+]

benchmark/predicted/2.json

@@ -0,0 +1,26 @@
+[
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      85.7488784790039,
+      170.10951232910156,
+      313.84002685546875,
+      464.9993591308594
+    ],
+    "score": 0.9067477583885193,
+    "track_id": "f0-d0"
+  },
+  {
+    "frame_idx": 0,
+    "class": "Forklift",
+    "bbox": [
+      386.3489990234375,
+      260.1558532714844,
+      1023.0808715820312,
+      1011.4521484375
+    ],
+    "score": 0.9041614532470703,
+    "track_id": "f0-d1"
+  }
+]

benchmark/results/2026-01-29T19-57-43.262711Z.json

@@ -0,0 +1,24 @@
+{
+  "checks": {
+    "main_py": "pass",
+    "pyproject_toml": "pass",
+    "element_yaml": "pass",
+    "load_model": "pass",
+    "run_model": "pass",
+    "objects": "pass"
+  },
+  "results": {
+    "iou": 0.913589528865207,
+    "gt_count": 10,
+    "pred_count": 3,
+    "generated_image": true,
+    "images": [
+      1,
+      2
+    ],
+    "per_class_iou": {
+      "Forklift": 0.913589528865207,
+      "Person": 0.0
+    }
+  }
+}

element.yaml

@@ -3,5 +3,9 @@ element_type: Detect
 main: main.py
 source: https://universe.roboflow.com/naresuan-university-dtbkx/forklift-and-personal-detection
 objects:
-  - Forklift
-  - Person
+- Forklift
+- Person
+benchmarks:
+  type: detect-iou-v1
+  ran_at: '2026-01-29T19:57:43.262692Z'
+  latest_result: benchmark/results/2026-01-29T19-57-43.262711Z.json