00:00:00 - Intro.
00:00:35 - Difference between NPU, CPU, GPU
00:02:24 - Why NPU? Main advantages.
00:04:17 - NPU / LPU / TPU / VPU / DLA / BPU / DPU / IPU / VPU
00:05:40 - Main Vendors (Intel, Nvidia, Hailo, Axelera, Qualcomm, RockChip, etc)
00:07:36 - Frameworks: TF lite, ONNX Runtime, MNN, Tengin, SnapDragon, RKNN, HailoRT, etc.
00:10:08 - Export
00:13:49 - RockChip example
00:16:02 - Hailo example
00:18:05 - ESP32 example
00:18:55 - NMS problem?
00:20:52 - Memory size and structure
00:22:45 - Preprocessing
00:23:55 - Transformers
00:25:20 - Layers support
00:27:31 - Quantization
00:30:27 - Speed comparison
00:33:52 - Memory speed
00:36:42 - NPU and CPU
00:38:42 - C++ and Python
00:40:10 - Subscribe!
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e-mail: anton@rembrain.ai
Twitter - / serious_wk
Usefull videos:
RockChip and how to run detection on it - • Running YOLO (Yolov8, ...
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Khadas Vim 3 (amlogic 311) - • Khadas Vim 3 in 2022. ...
Негізгі бет Ғылым және технология Computer Vision on NPU - all you need to know
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