visionA/local-tool/server/data/models.json

[
  {
    "id": "kl520-yolov5-detection",
    "name": "YOLOv5 Detection (KL520)",
    "description": "YOLOv5 object detection model compiled for Kneron KL520. No upsample variant optimized for NPU inference at 640x640 resolution.",
    "thumbnail": "/images/models/yolov5-det.png",
    "taskType": "object_detection",
    "categories": [
      "general",
      "multi-object"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 640,
      "height": 640
    },
    "modelSize": 7200000,
    "quantization": "INT8",
    "supportedHardware": [
      "KL520"
    ],
    "labels": [
      "person",
      "bicycle",
      "car",
      "motorcycle",
      "airplane",
      "bus",
      "train",
      "truck",
      "boat",
      "traffic light"
    ],
    "filePath": "data/nef/kl520/kl520_20005_yolov5-noupsample_w640h640.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl520-fcos-detection",
    "name": "物件辨識",
    "description": "通用物件偵測模型，可辨識人、車輛、動物等常見物件，適合一般場景的多物件偵測。",
    "thumbnail": "/images/models/fcos-det.png",
    "taskType": "object_detection",
    "categories": [
      "general",
      "multi-object"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 512,
      "height": 512
    },
    "modelSize": 8900000,
    "quantization": "INT8",
    "supportedHardware": [
      "KL520"
    ],
    "labels": [
      "person",
      "bicycle",
      "car",
      "motorcycle",
      "airplane",
      "bus",
      "train",
      "truck",
      "boat",
      "traffic light"
    ],
    "filePath": "data/nef/kl520/kl520_20004_fcos-drk53s_w512h512.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl520-ssd-face-detection",
    "name": "SSD Face Detection (KL520)",
    "description": "SSD-based face detection with landmark localization, compiled for KL520. Lightweight model suitable for face detection and alignment tasks.",
    "thumbnail": "/images/models/ssd-face.png",
    "taskType": "object_detection",
    "categories": [
      "face",
      "security"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 320,
      "height": 240
    },
    "modelSize": 1000000,
    "quantization": "INT8",
    "supportedHardware": [
      "KL520"
    ],
    "labels": [
      "face"
    ],
    "filePath": "data/nef/kl520/kl520_ssd_fd_lm.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl520-tiny-yolov3",
    "name": "人型監測",
    "description": "輕量快速的人員偵測模型，適合即時監控場景，可在邊緣裝置上高速偵測畫面中的人員。",
    "thumbnail": "/images/models/tiny-yolov3.png",
    "taskType": "object_detection",
    "categories": [
      "general",
      "multi-object"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 416,
      "height": 416
    },
    "modelSize": 9400000,
    "quantization": "INT8",
    "supportedHardware": [
      "KL520"
    ],
    "labels": [
      "person",
      "bicycle",
      "car",
      "motorcycle",
      "airplane",
      "bus",
      "train",
      "truck",
      "boat",
      "traffic light"
    ],
    "filePath": "data/nef/kl520/kl520_tiny_yolo_v3.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl720-yolov5-detection",
    "name": "YOLOv5 Detection (KL720)",
    "description": "YOLOv5 object detection model compiled for Kneron KL720. No upsample variant optimized for KL720 NPU inference at 640x640 resolution with USB 3.0 throughput.",
    "thumbnail": "/images/models/yolov5-det.png",
    "taskType": "object_detection",
    "categories": [
      "general",
      "multi-object"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 640,
      "height": 640
    },
    "modelSize": 10168348,
    "quantization": "INT8",
    "supportedHardware": [
      "KL720"
    ],
    "labels": [
      "person",
      "bicycle",
      "car",
      "motorcycle",
      "airplane",
      "bus",
      "train",
      "truck",
      "boat",
      "traffic light"
    ],
    "filePath": "data/nef/kl720/kl720_20005_yolov5-noupsample_w640h640.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl720-resnet18-classification",
    "name": "ImageNet Classification ResNet18 (KL720)",
    "description": "ResNet18-based image classification compiled for KL720. Supports 1000 ImageNet categories with fast inference via USB 3.0.",
    "thumbnail": "/images/models/imagenet-cls.png",
    "taskType": "classification",
    "categories": [
      "general",
      "image-classification"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 224,
      "height": 224
    },
    "modelSize": 12826804,
    "quantization": "INT8",
    "supportedHardware": [
      "KL720"
    ],
    "labels": [
      "airplane",
      "automobile",
      "bird",
      "cat",
      "deer",
      "dog",
      "frog",
      "horse",
      "ship",
      "truck"
    ],
    "filePath": "data/nef/kl720/kl720_20001_resnet18_w224h224.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "MIT",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  },
  {
    "id": "kl720-fcos-detection",
    "name": "FCOS Detection (KL720)",
    "description": "FCOS (Fully Convolutional One-Stage) object detection with DarkNet53s backbone, compiled for KL720. Anchor-free detection at 512x512.",
    "thumbnail": "/images/models/fcos-det.png",
    "taskType": "object_detection",
    "categories": [
      "general",
      "multi-object"
    ],
    "framework": "NEF",
    "inputSize": {
      "width": 512,
      "height": 512
    },
    "modelSize": 13004640,
    "quantization": "INT8",
    "supportedHardware": [
      "KL720"
    ],
    "labels": [
      "person",
      "bicycle",
      "car",
      "motorcycle",
      "airplane",
      "bus",
      "train",
      "truck",
      "boat",
      "traffic light"
    ],
    "filePath": "data/nef/kl720/kl720_20004_fcos-drk53s_w512h512.nef",
    "version": "1.0.0",
    "author": "Kneron",
    "license": "Apache-2.0",
    "createdAt": "2024-01-01T00:00:00Z",
    "updatedAt": "2024-01-01T00:00:00Z"
  }
]