raspberry pi

Raspberry Pi 5 + Hailo HAT

Pi 5 carrier with the Hailo-8L HAT. The hobbyist-to-prod path: $120 of silicon doing real perception.

top models on this chip

Object detection

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Object detection

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	YOLO26-Nano	INT8	7.70 ms	130 FPS	97.9%	6.9 W
2	EfficientDet-Lite4	INT8	15.5 ms	64 FPS	98.4%	7.0 W
3	Hailo-YOLO27-INT8	INT8	22.3 ms	45 FPS	98.9%	7.1 W
4	YOLO27-Edge	INT8	25.9 ms	39 FPS	98.6%	7.4 W
5	YOLO-World-Edge	INT8	35.0 ms	29 FPS	98.6%	7.3 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Depth

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	ZoeDepth-Mobile	INT8	23.3 ms	43 FPS	98.5%	7.1 W
2	Depth-Anything-Edge	INT8	36.6 ms	27 FPS	97.9%	7.6 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Embedded ASR

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	Moonshine-Embedded	INT8	279.4 ms	23 tok/s	98.1%	7.2 W
2	Whisper-Edge-Tiny	INT8	368.8 ms	17 tok/s	97.7%	6.9 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Re-ID

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	OSNet-AIN	INT8	8.70 ms	115 FPS	97.2%	7.2 W
2	ArcFace-Edge	INT8	23.2 ms	43 FPS	98.7%	7.6 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Tracking

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	ByteTrack-Edge	INT8	9.13 ms	109 FPS	97.6%	7.0 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

Pose

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	MoveNet-Lightning	INT8	7.80 ms	128 FPS	97.8%	7.5 W
2	MediaPipe-Hands-Edge	INT8	8.73 ms	115 FPS	97.8%	7.2 W

top models on this chip

Sorted by latency p50 · matched-pair runs on Raspberry Pi 5 + Hailo HAT

OCR

#	Model	Quant	Latency p50	Throughput	Acc.	Power
1	PaddleOCR-Edge-v5	INT8	12.2 ms	82 FPS	97.8%	6.8 W