Upload validated CPU ONNX Runtime model

README.md

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+# Plant Disease Detector (ONNX Runtime)
+
+CPU ONNX Runtime export. Input `pixel_values` is NCHW float32 RGB normalized with ImageNet mean/std at 224x224. Output `logits` maps through `idx_to_class.json`.

idx_to_class.json

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+{
+  "0": "apple_black_rot",
+  "1": "apple_cedar_apple_rust",
+  "2": "apple_healthy",
+  "3": "apple_scab",
+  "4": "blueberry_healthy",
+  "5": "bottle_gourd_anthracnose",
+  "6": "bottle_gourd_downey_mildew",
+  "7": "bottle_gourd_fresh_leaf",
+  "8": "cabbage_alternaria_leaf_spot",
+  "9": "cabbage_bacterial_spot_rot",
+  "10": "cabbage_black_rot",
+  "11": "cabbage_cabbage_aphid_colony",
+  "12": "cabbage_downy_mildew",
+  "13": "cabbage_healthy",
+  "14": "cabbage_ring_spot",
+  "15": "capsicum_bacterial_spot",
+  "16": "capsicum_healthy",
+  "17": "cauliflower_bacterial_spot_rot",
+  "18": "cauliflower_black_rot",
+  "19": "cauliflower_downy_mildew",
+  "20": "cauliflower_healthy",
+  "21": "cherry_healthy",
+  "22": "cherry_powdery_mildew",
+  "23": "chili_healthy",
+  "24": "chili_leaf_curl",
+  "25": "chili_leaf_spot",
+  "26": "chili_whitefly",
+  "27": "chili_yellowish",
+  "28": "corn_cercospora_leaf_spot_gray_leaf_spot",
+  "29": "corn_common_rust",
+  "30": "corn_gray_leaf_spot",
+  "31": "corn_healthy",
+  "32": "corn_northern_leaf_blight",
+  "33": "cucumber_anthracnose",
+  "34": "cucumber_bacterial_wilt",
+  "35": "cucumber_gummy_stem_blight",
+  "36": "cucumber_healthy_leaf",
+  "37": "grape_black_rot",
+  "38": "grape_esca",
+  "39": "grape_healthy",
+  "40": "grape_leaf_blight",
+  "41": "onion_alternaria_d",
+  "42": "onion_botrytis_leaf_blight",
+  "43": "onion_healthy",
+  "44": "onion_purple_blotch",
+  "45": "onion_virosis_d",
+  "46": "orange_haunglongbing",
+  "47": "pea_downy_mildew",
+  "48": "pea_healthy",
+  "49": "pea_leafminner",
+  "50": "pea_powder_mildew",
+  "51": "peach_bacterial_spot",
+  "52": "peach_healthy",
+  "53": "pepper_bacterial_spot",
+  "54": "pepper_bell_bacterial_spot",
+  "55": "pepper_bell_healthy",
+  "56": "pepper_healthy",
+  "57": "potato_early_blight",
+  "58": "potato_healthy",
+  "59": "potato_late_blight",
+  "60": "raspberry_healthy",
+  "61": "rice_brown_spot",
+  "62": "rice_healthy",
+  "63": "rice_hispa",
+  "64": "rice_leaf_blast",
+  "65": "soybean_healthy",
+  "66": "squash_powdery_mildew",
+  "67": "strawberry_healthy",
+  "68": "strawberry_leaf_scorch",
+  "69": "tomato_bacterial_spot",
+  "70": "tomato_early_blight",
+  "71": "tomato_healthy",
+  "72": "tomato_late_blight",
+  "73": "tomato_leaf_mold",
+  "74": "tomato_mosaic_virus",
+  "75": "tomato_septoria_leaf_spot",
+  "76": "tomato_spider_mites",
+  "77": "tomato_spider_mites_two_spotted_spider_mite",
+  "78": "tomato_target_spot",
+  "79": "tomato_yellow_leaf_curl_virus",
+  "80": "wheat_black_rust",
+  "81": "wheat_brown_rust",
+  "82": "wheat_healthy",
+  "83": "wheat_leaf_blight",
+  "84": "wheat_mildew",
+  "85": "wheat_mite",
+  "86": "wheat_septoria"
+}

metadata.json

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+{
+  "runtime": "onnxruntime",
+  "device": "CPUExecutionProvider",
+  "input": "pixel_values",
+  "shape": [
+    1,
+    3,
+    224,
+    224
+  ],
+  "max_abs_parity_error": 3.337860107421875e-06,
+  "mean_latency_ms": 99.22062500008906,
+  "p95_latency_ms": 111.90600999834714,
+  "image_test": {
+    "image": "D:\\Robotics-Project\\Project AI Plant Disease Detector\\data\\raw\\PlantDoc\\TEST\\northern-highbush-blueberry-blue-huckleberry-vaccinium-corymbosum-EHNXRR.jpg",
+    "predicted_index": 68,
+    "confidence": 0.8059511780738831
+  }
+}

model.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cb4af327f027a477f806d4d04ea6aee04d5d327cfedd5f60e528018c3463238f
+size 9318759

model_optimized.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0ed658ec22152ea4ac40d701a5398a5d8b592b2832c382b7d98e746d020b8067
+size 9297992