[
  {
    "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",
    "accuracy": 0.80,
    "latencyMs": 50,
    "fps": 20,
    "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": "FCOS Detection (KL520)",
    "description": "FCOS (Fully Convolutional One-Stage) object detection with DarkNet53s backbone, compiled for KL520. 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": 8900000,
    "quantization": "INT8",
    "accuracy": 0.78,
    "latencyMs": 45,
    "fps": 22,
    "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",
    "accuracy": 0.85,
    "latencyMs": 10,
    "fps": 100,
    "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": "Tiny YOLOv3 (KL520)",
    "description": "Tiny YOLOv3 object detection model compiled for KL520. Compact and fast model for general-purpose multi-object detection on edge devices.",
    "thumbnail": "/images/models/tiny-yolov3.png",
    "taskType": "object_detection",
    "categories": ["general", "multi-object"],
    "framework": "NEF",
    "inputSize": {"width": 416, "height": 416},
    "modelSize": 9400000,
    "quantization": "INT8",
    "accuracy": 0.75,
    "latencyMs": 35,
    "fps": 28,
    "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",
    "accuracy": 0.82,
    "latencyMs": 30,
    "fps": 33,
    "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",
    "accuracy": 0.78,
    "latencyMs": 10,
    "fps": 100,
    "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",
    "accuracy": 0.80,
    "latencyMs": 30,
    "fps": 33,
    "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"
  }
]