validator v1: test mAP50=0.7524

v1/history.json

@@ -0,0 +1,175 @@
+{
+  "role": "validator",
+  "version": 1,
+  "dataset": {
+    "repo_id": "arudaev/smart-bin-detect",
+    "revision": "main",
+    "composition": {
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+        "train": 13265,
+        "val": 2823
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+      "per_pool": {
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+        "train": 12230,
+        "val": 2582
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+      "background_images": 17474,
+      "negative_ratio": 11.8,
+      "classes": [
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+      ]
+    }
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+  "test": {
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+    "map50_95": 0.5174715400555633,
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+    "recall": 0.6878980891719745,
+    "map50_int8": 0.025
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+  "recall_by_bins_per_frame": {
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+      "truth_boxes": 153,
+      "detected": 139,
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+  "precision_on_negatives": {
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+    "frames_with_a_false_positive": 55,
+    "frame_level_specificity": 0.9793
+  },
+  "config": {
+    "project": {
+      "name": "smart-bin-recognition",
+      "seed": 42
+    },
+    "data": {
+      "repo_id": "arudaev/smart-bin-detect",
+      "revision": "main",
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+      "split": {
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+        "train": 0.7,
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+      "holdout_regions": [],
+      "holdout_annotators": [],
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+      "classes_from_taxonomy": false,
+      "negatives": {
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+            "urban",
+            "sidewalk",
+            "residential",
+            "parking"
+          ],
+          "count": 15000
+        },
+        "hard_negatives": {
+          "classes": [
+            "postbox",
+            "planter",
+            "utility_cabinet",
+            "parked_car",
+            "wheeled_luggage",
+            "air_conditioner",
+            "gas_meter",
+            "recycling_logo_on_non_bin"
+          ],
+          "count": 2500
+        },
+        "mined_false_positives": true
+      }
+    },
+    "model": {
+      "arch": "yolo11n",
+      "pretrained": true
+    },
+    "training": {
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+      "batch": 32,
+      "optimizer": "AdamW",
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+      "lrf": 0.01,
+      "momentum": 0.937,
+      "weight_decay": 0.0005,
+      "warmup_epochs": 3.0,
+      "patience": 20,
+      "workers": 2,
+      "cos_lr": true
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+      "translate": 0.12,
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+      "shear": 2.0,
+      "perspective": 0.0005,
+      "flipud": 0.0,
+      "fliplr": 0.5,
+      "mosaic": 1.0,
+      "close_mosaic": 10,
+      "mixup": 0.1,
+      "erasing": 0.2
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+    "export": {
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+      "opset": 17,
+      "quantise": "int8",
+      "calibration_images": 200,
+      "gates": {
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+        "max_median_latency_ms": 50
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+      "targets": {
+        "min_recall_heldout_city": 0.97,
+        "min_precision_on_negatives": 0.97
+      }
+    },
+    "hub": {
+      "model_repo": "arudaev/smart-bin-detect",
+      "private": false
+    },
+    "logging": {
+      "checkpoint_dir": "/kaggle/working/checkpoints",
+      "history_file": "history.json"
+    },
+    "run_name": "validator"
+  }
+}