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try TensorRT on pelee about pelee HOT 5 OPEN

robert-junwang avatar robert-junwang commented on July 24, 2024
try TensorRT on pelee

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Comments (5)

Ghustwb avatar Ghustwb commented on July 24, 2024

@zbw4034
I tried tensorRT on pelee(tensorRT3)
About 115fps on gtx1080(MobileNet-SSD about 150fps on gtx 1080)

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zbw4034 avatar zbw4034 commented on July 24, 2024

I got it,thanks for your help!

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14327319 avatar 14327319 commented on July 24, 2024

@Ghustwb
Could you please share your tensorRT test code? I faced problems on DetectionOutput layer...

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Robert-JunWang avatar Robert-JunWang commented on July 24, 2024

I will update the code to generate a Caffe model that can be run on TensorRT 4.0 directly. To best balance CPU and GPU, you should write the code to decode bounding boxes and NMS on CPU.
About the speed. MobileNet is faster than PeleeNet on GTX 1080 Ti at 300x300 resolution but is slower than PeleeNet at high-resolution input. PeleeNet is faster than MobileNet on TX2, especially at FP16 mode.

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cathy-kim avatar cathy-kim commented on July 24, 2024

@Ghustwb
Could you please share your tensorRT test code? I faced problems on DetectionOutput layer...

@zbw4034 @14327319 I uploaded my TensorRT-Pelee code here: https://github.com/ginn24/Pelee-TensorRT

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