JeVois
1.22
JeVois Smart Embedded Machine Vision Toolkit
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See JeVois-Pro Deep Neural Network Benchmarks for the latest version.
Pipeline | Input | Output | PreProc | Network | PostProc | Total | FPS |
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NPU:Classify:Inception-V3 | 4D 1x299x299x3 8U | 2D 1x1001 32F | 1.1 +/- 0.1 ms | 21.0 +/- 0.1 ms | 127.7 +/- 12.2 us | 22.2 +/- 0.1 ms | 45.1 fps |
NPU:Classify:MobileNet-V1 | 4D 1x224x224x3 8S | 2D 1x1001 32F | 863.6 +/- 48.8 us | 8.0 +/- 0.2 ms | 127.8 +/- 76.1 us | 9.0 +/- 0.3 ms | 111.6 fps |
NPU:Detect:Yolo-Face-DFP | 4D 1x3x416x416 8S | 4D 1x30x13x13 32F | 2.7 +/- 0.4 ms | 5.5 +/- 0.0 ms | 115.0 +/- 14.1 us | 8.3 +/- 0.4 ms | 120.8 fps |
NPU:Detect:YoloV2-DFP | 4D 1x3x416x416 8S | 4D 1x425x13x13 32F | 2.7 +/- 0.4 ms | 22.5 +/- 0.1 ms | 217.0 +/- 19.5 us | 25.4 +/- 0.4 ms | 39.3 fps |
NPU:Detect:YoloV3-DFP | 4D 1x3x416x416 8S | 4D 1x255x13x13 32F, 4D 1x255x26x26 32F, 4D 1x255x52x52 32F | 2.7 +/- 0.6 ms | 85.6 +/- 0.3 ms | 594.4 +/- 76.3 us | 88.9 +/- 0.7 ms | 11.2 fps |
NPU:Detect:YoloV3-Tiny-DFP | 4D 1x3x416x416 8S | 4D 1x255x13x13 32F, 4D 1x255x26x26 32F | 2.6 +/- 0.5 ms | 5.9 +/- 0.1 ms | 214.7 +/- 18.6 us | 8.8 +/- 0.5 ms | 114.2 fps |
NPU:Detect:YoloV4-DFP | 4D 1x3x416x416 8S | 4D 1x255x52x52 32F, 4D 1x255x26x26 32F, 4D 1x255x13x13 32F | 3.4 +/- 0.8 ms | 151.2 +/- 0.8 ms | 557.1 +/- 130.4 us | 155.2 +/- 1.6 ms | 6.4 fps |
NPU:Detect:YoloV7-Tiny-AA | 4D 1x3x416x416 8U | 4D 1x255x52x52 32F, 4D 1x255x26x26 32F, 4D 1x255x13x13 32F | 2.3 +/- 0.4 ms | 17.7 +/- 0.1 ms | 536.0 +/- 31.8 us | 20.5 +/- 0.4 ms | 48.8 fps |
NPU:Detect:YoloV7-Tiny-DFP | 4D 1x3x416x416 8S | 4D 1x255x52x52 32F, 4D 1x255x26x26 32F, 4D 1x255x13x13 32F | 2.8 +/- 0.5 ms | 44.5 +/- 0.4 ms | 570.6 +/- 69.1 us | 47.8 +/- 0.6 ms | 20.9 fps |
NPU:Detect:yolov2-coco | 4D 1x3x416x416 8U | 4D 1x425x13x13 32F | 2.4 +/- 0.5 ms | 24.4 +/- 0.1 ms | 244.1 +/- 38.7 us | 27.1 +/- 0.5 ms | 37.0 fps |
NPU:Detect:yolov2-voc | 4D 1x3x416x416 8U | 4D 1x125x13x13 32F | 2.3 +/- 0.4 ms | 24.1 +/- 0.1 ms | 158.2 +/- 35.1 us | 26.6 +/- 0.4 ms | 37.6 fps |
NPU:Detect:yolov3-spp | 4D 1x3x608x608 8U | 4D 1x255x19x19 32F, 4D 1x255x38x38 32F, 4D 1x255x76x76 32F | 4.1 +/- 0.7 ms | 216.5 +/- 0.5 ms | 777.6 +/- 109.6 us | 221.3 +/- 0.9 ms | 4.5 fps |
NPU:Detect:yolov3-tiny | 4D 1x3x416x416 8U | 4D 1x255x13x13 32F, 4D 1x255x26x26 32F | 2.2 +/- 0.4 ms | 6.4 +/- 0.1 ms | 290.5 +/- 31.9 us | 9.0 +/- 0.4 ms | 111.5 fps |
NPU:Detect:yolov4-csp-x-swish | 4D 1x3x640x640 8U | 4D 1x255x80x80 32F, 4D 1x255x40x40 32F, 4D 1x255x20x20 32F | 4.3 +/- 0.8 ms | 309.0 +/- 1.1 ms | 922.4 +/- 120.8 us | 314.3 +/- 1.3 ms | 3.2 fps |
NPU:Detect:yolov4-tiny | 4D 1x3x416x416 8U | 4D 1x255x13x13 32F, 4D 1x255x26x26 32F | 2.2 +/- 0.4 ms | 11.8 +/- 0.1 ms | 290.7 +/- 25.6 us | 14.3 +/- 0.4 ms | 69.8 fps |
NPU:Detect:yolov7-tiny-1024x576 | 4D 1x3x576x1024 8U | 4D 1x255x72x128 32F, 4D 1x255x36x64 32F, 4D 1x255x18x32 32F | 1.6 +/- 0.1 ms | 60.8 +/- 0.4 ms | 720.1 +/- 73.7 us | 63.1 +/- 0.4 ms | 15.8 fps |
NPU:Detect:yolov7-tiny-512x288 | 4D 1x3x288x512 8U | 4D 1x255x36x64 32F, 4D 1x255x18x32 32F, 4D 1x255x9x16 32F | 2.2 +/- 0.4 ms | 14.2 +/- 0.1 ms | 561.5 +/- 62.9 us | 17.0 +/- 0.4 ms | 58.9 fps |
NPUX:Classify:ResNet-50-int8 | 4D 1x3x224x224 32F | 2D 1x1000 32F | 3.6 +/- 0.0 ms | 554.9 +/- 1.2 ms | 174.7 +/- 28.3 us | 558.7 +/- 1.2 ms | 1.8 fps |
NPUX:Segment:PP-HumanSeg | 4D 1x3x192x192 8U | 4D 1x2x192x192 32F | 690.6 +/- 56.7 us | 27.1 +/- 0.4 ms | 1.1 +/- 0.1 ms | 28.9 +/- 0.4 ms | 34.7 fps |
NPUX:YuNet:YuNet-Face-512x288 | 4D 1x3x288x512 8U | 2D 8448x2 32F, 2D 8448x1 32F, 2D 8448x14 32F | 1.6 +/- 0.4 ms | 16.8 +/- 0.7 ms | 245.7 +/- 50.3 us | 18.6 +/- 0.7 ms | 53.8 fps |
NPUX:YuNet:YuNet-Face-768x432 | 4D 1x3x432x768 8U | 2D 18984x2 32F, 2D 18984x1 32F, 2D 18984x14 32F | 2.7 +/- 0.7 ms | 35.0 +/- 1.3 ms | 533.1 +/- 107.0 us | 38.2 +/- 1.5 ms | 26.2 fps |
OpenCV:Classify:GoogleNet | 4D 1x3x224x224 32F | 2D 1x1000 32F | 1.7 +/- 0.1 ms | 181.8 +/- 3.5 ms | 128.2 +/- 19.5 us | 183.6 +/- 3.5 ms | 5.4 fps |
OpenCV:Classify:Inception-V3 | 4D 1x3x299x299 32F | 2D 1x1001 32F | 3.3 +/- 0.1 ms | 591.1 +/- 5.3 ms | 146.9 +/- 24.0 us | 594.5 +/- 5.4 ms | 1.7 fps |
OpenCV:Classify:ResNet-50-int8 | 4D 1x3x224x224 32F | 2D 1x1000 32F | 3.7 +/- 0.4 ms | 267.4 +/- 4.8 ms | 172.6 +/- 34.5 us | 271.3 +/- 4.9 ms | 3.7 fps |
OpenCV:Classify:SqueezeNet | 4D 1x3x227x227 32F | 4D 1x1000x1x1 32F | 1.3 +/- 0.0 ms | 51.3 +/- 2.2 ms | 150.2 +/- 150.1 us | 52.7 +/- 2.2 ms | 19.0 fps |
OpenCV:Detect:MobileNet-SSD-VOC | 4D 1x3x300x300 32F | 4D 1x1x100x7 32F | 3.1 +/- 0.4 ms | 133.7 +/- 3.0 ms | 55.3 +/- 22.6 us | 136.9 +/- 3.1 ms | 7.3 fps |
OpenCV:Detect:OpenCV-Face | 4D 1x3x300x300 32F | 4D 1x1x200x7 32F | 2.6 +/- 0.4 ms | 137.8 +/- 4.9 ms | 41.5 +/- 13.3 us | 140.4 +/- 5.0 ms | 7.1 fps |
OpenCV:Detect:YOLOv3 | 4D 1x3x416x416 32F | 2D 507x85 32F, 2D 2028x85 32F, 2D 8112x85 32F | 3.3 +/- 0.7 ms | 3.0 +/- 0.0 s | 1.8 +/- 0.9 ms | 3.0 +/- 0.0 s | 0.3 fps |
OpenCV:Detect:YOLOv7-Tiny | 4D 1x3x256x480 32F | 3D 1x7560x85 32F | 3.0 +/- 0.2 ms | 257.8 +/- 5.3 ms | 2.2 +/- 0.5 ms | 263.0 +/- 5.1 ms | 3.8 fps |
OpenCV:Detect:YoloV2-Tiny-VOC | 4D 1x3x416x416 32F | 2D 845x25 32F | 3.9 +/- 0.3 ms | 351.8 +/- 5.3 ms | 267.7 +/- 86.3 us | 355.9 +/- 5.1 ms | 2.8 fps |
OpenCV:Detect:YoloV3-Tiny | 4D 1x3x416x416 32F | 2D 507x85 32F, 2D 2028x85 32F | 3.9 +/- 0.2 ms | 280.5 +/- 4.8 ms | 790.2 +/- 78.4 us | 285.2 +/- 4.8 ms | 3.5 fps |
OpenCV:Segment:DeepLabV3-CPU | 4D 1x3x513x513 32F | 4D 1x21x513x513 32F | 7.2 +/- 0.6 ms | 1.2 +/- 0.0 s | 114.9 +/- 4.2 ms | 1.3 +/- 0.0 s | 0.8 fps |
OpenCV:Segment:ENet-CityScapes | 4D 1x3x256x512 8U | 4D 1x20x256x512 32F | 1.2 +/- 0.3 ms | 251.8 +/- 3.9 ms | 115.6 +/- 34.7 ms | 368.5 +/- 34.9 ms | 2.7 fps |
OpenCV:YuNet:YuNet-Face-512x288 | 4D 1x3x288x512 8U | 2D 8448x2 32F, 2D 8448x1 32F, 2D 8448x14 32F | 1.2 +/- 0.1 ms | 41.5 +/- 2.6 ms | 223.3 +/- 66.5 us | 43.0 +/- 2.6 ms | 23.3 fps |
Python:Python:SqueezeNet | 4D 1x3x227x227 32F | 2D 1000x1 32F | 4.2 +/- 0.1 ms | 48.4 +/- 1.5 ms | 326.4 +/- 10.0 us | 52.9 +/- 1.5 ms | 18.9 fps |
SPU:Classify:EfficientNet-Large | 4D 1x300x300x3 8U | 4D 1x1001x1x1 32F | 2.2 +/- 0.1 ms | 22.9 +/- 0.0 ms | 135.2 +/- 23.9 us | 25.2 +/- 0.1 ms | 39.7 fps |
SPU:Classify:EfficientNet-Lite4 | 4D 1x300x300x3 8U | 4D 1x1000x1x1 32F | 2.2 +/- 0.1 ms | 26.7 +/- 0.0 ms | 132.1 +/- 15.6 us | 29.0 +/- 0.1 ms | 34.4 fps |
SPU:Classify:EfficientNet-Medium | 4D 1x240x240x3 8U | 4D 1x1001x1x1 32F | 1.5 +/- 0.0 ms | 6.3 +/- 1.5 ms | 127.0 +/- 8.4 us | 7.9 +/- 1.5 ms | 126.8 fps |
SPU:Classify:EfficientNet-Small | 4D 1x224x224x3 8U | 4D 1x1001x1x1 32F | 1.3 +/- 0.0 ms | 5.2 +/- 1.7 ms | 128.2 +/- 10.2 us | 6.7 +/- 1.7 ms | 149.5 fps |
SPU:Classify:Hardnet68 | 4D 1x224x224x3 8U | 4D 1x1000x1x1 32F | 744.7 +/- 42.0 us | 37.8 +/- 0.0 ms | 165.8 +/- 9.9 us | 38.7 +/- 0.0 ms | 25.8 fps |
SPU:Classify:Inception-v1 | 4D 1x224x224x3 8U | 4D 1x1001x1x1 32F | 769.0 +/- 46.1 us | 3.1 +/- 1.9 ms | 132.8 +/- 20.6 us | 4.0 +/- 1.9 ms | 251.5 fps |
SPU:Classify:MobileNetV3 | 4D 1x224x224x3 8U | 4D 1x1001x1x1 32F | 747.1 +/- 44.9 us | 3.3 +/- 1.9 ms | 129.2 +/- 29.9 us | 4.2 +/- 1.9 ms | 239.5 fps |
SPU:Classify:ResNet-V1-50 | 4D 1x224x224x3 8U | 4D 1x1000x1x1 32F | 734.4 +/- 42.7 us | 3.5 +/- 2.0 ms | 131.2 +/- 17.0 us | 4.4 +/- 2.0 ms | 228.6 fps |
SPU:Classify:ResNet-V2-34 | 4D 1x224x224x3 8U | 4D 1x1000x1x1 32F | 736.4 +/- 40.7 us | 4.4 +/- 1.8 ms | 166.5 +/- 13.0 us | 5.3 +/- 1.8 ms | 188.5 fps |
SPU:Classify:ResNext-50-32x4d | 4D 1x224x224x3 8U | 4D 1x1000x1x1 32F | 769.6 +/- 54.8 us | 8.8 +/- 1.0 ms | 170.9 +/- 22.2 us | 9.8 +/- 1.0 ms | 102.2 fps |
SPU:Classify:SqueezeNet | 4D 1x224x224x3 8U | 4D 1x1000x1x1 32F | 735.9 +/- 47.8 us | 1.7 +/- 2.1 ms | 130.5 +/- 30.6 us | 2.5 +/- 2.1 ms | 394.8 fps |
SPU:Detect:YOLOv3-tiny | 4D 1x416x416x3 8U | 4D 1x13x13x255 32F, 4D 1x26x26x255 32F | 2.0 +/- 0.5 ms | 3.9 +/- 1.8 ms | 495.7 +/- 143.2 us | 6.4 +/- 1.9 ms | 156.1 fps |
SPU:Detect:YOLOv5m | 4D 1x640x640x3 8U | 4D 1x80x80x255 32F, 4D 1x40x40x255 32F, 4D 1x20x20x255 32F | 2.7 +/- 0.8 ms | 20.0 +/- 0.5 ms | 1.9 +/- 0.4 ms | 24.6 +/- 1.0 ms | 40.6 fps |
SPU:Detect:YOLOv5s | 4D 1x640x640x3 8U | 4D 1x80x80x255 32F, 4D 1x40x40x255 32F, 4D 1x20x20x255 32F | 2.9 +/- 0.8 ms | 17.8 +/- 1.3 ms | 1.8 +/- 1.5 ms | 22.4 +/- 2.1 ms | 44.6 fps |
SPU:Detect:YOLOv5xs | 4D 1x512x512x3 8U | 4D 1x64x64x255 32F, 4D 1x32x32x255 32F, 4D 1x16x16x255 32F | 2.3 +/- 0.9 ms | 12.5 +/- 1.0 ms | 1.2 +/- 0.2 ms | 16.0 +/- 1.3 ms | 62.3 fps |
SPU:Detect:yolov7-640 | 4D 1x640x640x3 8U | 4D 1x80x80x255 32F, 4D 1x40x40x255 32F, 4D 1x20x20x255 32F | 2.8 +/- 0.7 ms | 81.1 +/- 0.9 ms | 2.1 +/- 0.6 ms | 86.1 +/- 1.2 ms | 11.6 fps |
SPU:Segment:DeepLabV3-MobileNetV2 | 4D 1x513x513x3 8U | 4D 1x513x513x21 8U | 2.0 +/- 0.8 ms | 45.3 +/- 1.1 ms | 19.6 +/- 2.1 ms | 67.0 +/- 2.6 ms | 14.9 fps |
SPU:Segment:DeepLabV3-MobileNetV2-NoDilation | 4D 1x513x513x3 8U | 4D 1x513x513x1 8U | 1.8 +/- 0.6 ms | 14.1 +/- 0.2 ms | 995.0 +/- 56.2 us | 16.9 +/- 0.7 ms | 59.1 fps |
TPU:Classify:EfficientNet-L | 4D 1x300x300x3 8U | 2D 1x1001 32F | 1.4 +/- 0.1 ms | 27.5 +/- 0.0 ms | 131.6 +/- 21.0 us | 29.0 +/- 0.1 ms | 34.5 fps |
TPU:Classify:EfficientNet-M | 4D 1x240x240x3 8U | 2D 1x1001 32F | 969.8 +/- 52.6 us | 9.6 +/- 0.1 ms | 129.4 +/- 37.6 us | 10.7 +/- 0.1 ms | 93.5 fps |
TPU:Classify:EfficientNet-S | 4D 1x224x224x3 8U | 2D 1x1001 32F | 902.1 +/- 58.3 us | 4.7 +/- 0.1 ms | 125.0 +/- 17.5 us | 5.8 +/- 0.1 ms | 173.3 fps |
TPU:Classify:Inception-V1 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 902.7 +/- 38.7 us | 3.2 +/- 0.0 ms | 126.9 +/- 5.9 us | 4.2 +/- 0.0 ms | 236.0 fps |
TPU:Classify:Inception-V2 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 920.8 +/- 52.4 us | 15.1 +/- 0.0 ms | 132.2 +/- 16.5 us | 16.1 +/- 0.1 ms | 62.0 fps |
TPU:Classify:Inception-V3 | 4D 1x299x299x3 8U | 2D 1x1001 32F | 1.4 +/- 0.1 ms | 45.5 +/- 0.0 ms | 129.9 +/- 16.0 us | 47.0 +/- 0.1 ms | 21.3 fps |
TPU:Classify:Inception-V4 | 4D 1x299x299x3 8U | 2D 1x1001 32F | 1.4 +/- 0.1 ms | 90.5 +/- 0.0 ms | 130.7 +/- 15.6 us | 92.0 +/- 0.1 ms | 10.9 fps |
TPU:Classify:MobileNetV1-1.0-224 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 891.1 +/- 45.7 us | 2.2 +/- 0.0 ms | 129.3 +/- 10.8 us | 3.2 +/- 0.0 ms | 315.3 fps |
TPU:Classify:MobileNetV1-1.0-224-TF2 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 903.4 +/- 52.2 us | 2.2 +/- 0.0 ms | 131.8 +/- 23.9 us | 3.2 +/- 0.1 ms | 309.8 fps |
TPU:Classify:MobileNetV2-1.0-224 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 895.6 +/- 50.4 us | 2.4 +/- 0.0 ms | 130.0 +/- 11.9 us | 3.4 +/- 0.1 ms | 294.1 fps |
TPU:Classify:MobileNetV2-1.0-224-TF2 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 894.9 +/- 41.6 us | 2.4 +/- 0.0 ms | 125.2 +/- 13.5 us | 3.5 +/- 0.0 ms | 289.2 fps |
TPU:Classify:MobileNetV2-iNat-Birds | 4D 1x224x224x3 8U | 2D 1x965 32F | 746.9 +/- 32.9 us | 2.4 +/- 0.0 ms | 122.7 +/- 10.9 us | 3.2 +/- 0.0 ms | 308.8 fps |
TPU:Classify:MobileNetV2-iNat-Insects | 4D 1x224x224x3 8U | 2D 1x1022 32F | 748.3 +/- 31.5 us | 2.4 +/- 0.0 ms | 128.8 +/- 10.5 us | 3.2 +/- 0.0 ms | 308.1 fps |
TPU:Classify:MobileNetV2-iNat-Plants | 4D 1x224x224x3 8U | 2D 1x2102 32F | 754.2 +/- 42.1 us | 2.5 +/- 0.0 ms | 255.8 +/- 39.6 us | 3.5 +/- 0.1 ms | 284.7 fps |
TPU:Classify:MobileNetV3-1.0-224 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 892.9 +/- 40.3 us | 2.9 +/- 0.0 ms | 126.0 +/- 12.4 us | 3.9 +/- 0.0 ms | 253.7 fps |
TPU:Classify:MobileNetV3-1.0-224-TF2 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 907.7 +/- 48.8 us | 2.9 +/- 0.0 ms | 124.9 +/- 16.7 us | 4.0 +/- 0.1 ms | 252.4 fps |
TPU:Classify:Popular-US-Products | 4D 1x224x224x3 8U | 2D 1x100000 32F | 645.2 +/- 140.2 us | 7.6 +/- 0.0 ms | 9.7 +/- 2.5 ms | 17.9 +/- 2.7 ms | 55.9 fps |
TPU:Classify:Resnet-50 | 4D 1x224x224x3 8U | 2D 1x1001 32F | 922.6 +/- 56.0 us | 45.7 +/- 0.0 ms | 129.3 +/- 20.2 us | 46.7 +/- 0.1 ms | 21.4 fps |
TPU:Detect:EfficientDetLite0-Coco | 4D 1x320x320x3 8U | 3D 1x25x4 32F, 2D 1x25 32F, 2D 1x25 32F, 2D 1x1 32F | 1.6 +/- 0.6 ms | 52.1 +/- 0.8 ms | 82.0 +/- 13.9 us | 53.8 +/- 0.9 ms | 18.6 fps |
TPU:Detect:EfficientDetLite1-Coco | 4D 1x384x384x3 8U | 3D 1x25x4 32F, 2D 1x25 32F, 2D 1x25 32F, 2D 1x1 32F | 2.2 +/- 0.6 ms | 78.1 +/- 0.6 ms | 71.2 +/- 15.8 us | 80.3 +/- 0.7 ms | 12.4 fps |
TPU:Detect:EfficientDetLite2-Coco | 4D 1x448x448x3 8U | 3D 1x25x4 32F, 2D 1x25 32F, 2D 1x25 32F, 2D 1x1 32F | 2.4 +/- 0.7 ms | 122.4 +/- 1.2 ms | 51.0 +/- 10.8 us | 124.8 +/- 1.5 ms | 8.0 fps |
TPU:Detect:EfficientDetLite3-Coco | 4D 1x512x512x3 8U | 3D 1x25x4 32F, 2D 1x25 32F, 2D 1x25 32F, 2D 1x1 32F | 2.5 +/- 1.5 ms | 133.2 +/- 1.2 ms | 77.3 +/- 15.7 us | 135.7 +/- 2.2 ms | 7.4 fps |
TPU:Detect:EfficientDetLite3x-Coco | 4D 1x640x640x3 8U | 3D 1x25x4 32F, 2D 1x25 32F, 2D 1x25 32F, 2D 1x1 32F | 3.5 +/- 0.4 ms | 339.7 +/- 2.7 ms | 166.8 +/- 31.3 us | 343.3 +/- 2.7 ms | 2.9 fps |
TPU:Detect:MobileDetSSD-Coco | 4D 1x320x320x3 8U | 3D 1x10x4 32F, 2D 1x10 32F, 2D 1x10 32F, 2D 1x1 32F | 1.7 +/- 0.4 ms | 8.5 +/- 0.2 ms | 63.2 +/- 6.1 us | 10.3 +/- 0.5 ms | 97.3 fps |
TPU:Detect:MobileNetSSDv1-Coco | 4D 1x300x300x3 8U | 3D 1x20x4 32F, 2D 1x20 32F, 2D 1x20 32F, 2D 1x1 32F | 1.1 +/- 0.1 ms | 49.1 +/- 0.7 ms | 89.3 +/- 10.2 us | 50.3 +/- 0.7 ms | 19.9 fps |
TPU:Detect:MobileNetSSDv2-Coco | 4D 1x300x300x3 8U | 3D 1x20x4 32F, 2D 1x20 32F, 2D 1x20 32F, 2D 1x1 32F | 1.1 +/- 0.1 ms | 7.9 +/- 0.1 ms | 88.5 +/- 13.6 us | 9.0 +/- 0.1 ms | 110.7 fps |
TPU:Detect:MobileNetSSDv2-face | 4D 1x320x320x3 8U | 3D 1x50x4 32F, 2D 1x50 32F, 2D 1x50 32F, 2D 1x1 32F | 1.7 +/- 0.3 ms | 12.4 +/- 0.4 ms | 19.6 +/- 2.6 us | 14.1 +/- 0.5 ms | 70.9 fps |
TPU:Segment:DeepLab-slim | 4D 1x513x513x3 8U | 3D 1x513x513 32S | 3.0 +/- 0.8 ms | 92.6 +/- 0.1 ms | 1.5 +/- 0.1 ms | 97.1 +/- 0.8 ms | 10.3 fps |
TPU:Segment:DeepLabV3-dm0.5 | 4D 1x513x513x3 8U | 3D 1x513x513 32S | 3.2 +/- 0.6 ms | 87.7 +/- 0.3 ms | 1.1 +/- 0.1 ms | 92.1 +/- 0.7 ms | 10.9 fps |
TPU:Segment:DeepLabV3-dm1.0 | 4D 1x513x513x3 8U | 3D 1x513x513 32S | 3.0 +/- 0.7 ms | 93.6 +/- 0.3 ms | 1.1 +/- 0.1 ms | 97.7 +/- 0.8 ms | 10.2 fps |
TPU:Segment:UNet-MobileNetV2-Pets-128 | 4D 1x128x128x3 8U | 4D 1x128x128x3 8U | 429.0 +/- 42.5 us | 3.1 +/- 0.0 ms | 333.3 +/- 36.6 us | 3.9 +/- 0.1 ms | 257.1 fps |
TPU:Segment:UNet-MobileNetV2-Pets-256 | 4D 1x256x256x3 8U | 4D 1x256x256x3 8U | 870.3 +/- 43.9 us | 15.2 +/- 0.0 ms | 1.2 +/- 0.0 ms | 17.2 +/- 0.1 ms | 58.0 fps |
VPU:Classify:Inception-V3 | 4D 1x3x299x299 32F | 2D 1x1001 32F | 3.3 +/- 0.2 ms | 124.0 +/- 0.2 ms | 163.1 +/- 41.5 us | 127.5 +/- 0.3 ms | 7.8 fps |
VPU:Detect:YoloV5s | 4D 1x3x640x640 8U | 4D 1x255x80x80 32F, 4D 1x255x40x40 32F, 4D 1x255x20x20 32F | 4.0 +/- 0.8 ms | 523.7 +/- 0.7 ms | 989.9 +/- 109.8 us | 528.6 +/- 0.8 ms | 1.9 fps |
VPU:Detect:face-detection-adas-0001 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 3.5 +/- 0.7 ms | 111.5 +/- 0.4 ms | 59.0 +/- 20.0 us | 115.1 +/- 0.8 ms | 8.7 fps |
VPU:Detect:face-detection-retail-0004 | 4D 1x3x300x300 8U | 4D 1x1x200x7 32F | 1.2 +/- 0.1 ms | 28.1 +/- 0.2 ms | 25.2 +/- 6.5 us | 29.4 +/- 0.2 ms | 34.1 fps |
VPU:Detect:pedestrian-and-vehicle-detector-adas-0001 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 3.5 +/- 0.8 ms | 128.9 +/- 0.1 ms | 91.9 +/- 19.2 us | 132.5 +/- 0.8 ms | 7.5 fps |
VPU:Detect:pedestrian-detection-adas-0002 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 3.8 +/- 0.8 ms | 113.4 +/- 0.1 ms | 61.5 +/- 23.6 us | 117.2 +/- 0.8 ms | 8.5 fps |
VPU:Detect:person-detection-retail-0013 | 4D 1x3x320x544 8U | 4D 1x1x200x7 32F | 2.5 +/- 0.6 ms | 157.2 +/- 0.1 ms | 34.0 +/- 11.4 us | 159.7 +/- 0.6 ms | 6.3 fps |
VPU:Detect:product-detection-0001 | 4D 1x3x512x512 8U | 4D 1x1x200x7 32F | 3.5 +/- 0.9 ms | 154.8 +/- 0.3 ms | 49.5 +/- 10.6 us | 158.3 +/- 1.0 ms | 6.3 fps |
VPU:Detect:vehicle-detection-adas-0002 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 3.5 +/- 0.7 ms | 109.3 +/- 0.1 ms | 89.8 +/- 14.8 us | 112.9 +/- 0.7 ms | 8.9 fps |
VPU:Segment:road-segmentation-adas-0001 | 4D 1x3x512x896 8U | 4D 1x4x512x896 32F | 4.8 +/- 0.8 ms | 653.7 +/- 0.3 ms | 19.7 +/- 1.6 ms | 678.1 +/- 2.0 ms | 1.5 fps |
VPUX:Classify:Inception-V3 | 4D 1x3x299x299 32F | 2D 1x1001 32F | 3.1 +/- 0.4 ms | 519.9 +/- 5.0 ms | 150.4 +/- 24.0 us | 523.1 +/- 4.8 ms | 1.9 fps |
VPUX:Detect:face-detection-adas-0001 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 1.3 +/- 0.1 ms | 422.3 +/- 4.5 ms | 42.5 +/- 1.7 us | 423.7 +/- 4.5 ms | 2.4 fps |
VPUX:Detect:face-detection-retail-0004 | 4D 1x3x300x300 8U | 4D 1x1x200x7 32F | 1.2 +/- 0.2 ms | 105.6 +/- 2.6 ms | 21.8 +/- 3.2 us | 106.7 +/- 2.7 ms | 9.4 fps |
VPUX:Detect:pedestrian-and-vehicle-detector-adas-0001 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 1.3 +/- 0.1 ms | 505.3 +/- 5.2 ms | 83.4 +/- 3.6 us | 506.7 +/- 5.3 ms | 2.0 fps |
VPUX:Detect:pedestrian-detection-adas-0002 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 1.3 +/- 0.1 ms | 431.7 +/- 6.7 ms | 94.1 +/- 16.4 us | 433.1 +/- 6.6 ms | 2.3 fps |
VPUX:Detect:person-detection-retail-0013 | 4D 1x3x320x544 8U | 4D 1x1x200x7 32F | 1.1 +/- 0.1 ms | 568.9 +/- 7.6 ms | 57.8 +/- 5.7 us | 570.0 +/- 7.6 ms | 1.8 fps |
VPUX:Detect:product-detection-0001 | 4D 1x3x512x512 8U | 4D 1x1x200x7 32F | 1.4 +/- 0.1 ms | 2.1 +/- 0.0 s | 68.3 +/- 17.9 us | 2.1 +/- 0.0 s | 0.5 fps |
VPUX:Detect:vehicle-detection-adas-0002 | 4D 1x3x384x672 8U | 4D 1x1x200x7 32F | 1.3 +/- 0.1 ms | 425.6 +/- 3.6 ms | 85.7 +/- 33.2 us | 427.1 +/- 3.6 ms | 2.3 fps |
VPUX:Segment:road-segmentation-adas-0001 | 4D 1x3x512x896 8U | 4D 1x4x512x896 32F | 1.7 +/- 0.2 ms | 2.7 +/- 0.0 s | 13.7 +/- 6.9 ms | 2.8 +/- 0.0 s | 0.4 fps |