YOLO27-Edge

18%

by Ultralytics

Ninth-generation YOLO with edge-first quantization recipe. The default workhorse for 1080p multi-stream perception.

Object detectionMITINT8INT4FP16cocoedgereal-time

487K downloads 38K deploymentsUpdated Apr 11, 2028

Headline:14.2ms · Hailo-8 · INT8

arXiv GitHub

Overview Benchmarks11 Sim Results Deploy11 Files Discussion23

Cross-chip benchmark matrix

Every supported chip, in matched-pair runs from the Fo’c’sle HIL lab. Sortable by any column — click a header. Cells where the chip can’t run this model show Not supported.

Chip platform	Quant	Latency p50(ms)	Latency p95(ms)	Throughput	Acc. retention(%)	Power(W)	Memory(MB)	Tested by
N NVIDIA Jetson Thor 2070 TOPS · Module	FP16	6.27	7.76	160 FPS	99.6	122.2	55	Fo’c’sle HIL
N NVIDIA Jetson AGX Orin 275 TOPS · Module	FP16	9.77	11.6	102 FPS	99.4	49.4	55	Community
Q Snapdragon 8 Gen 3 NPU 45 TOPS · SoC	INT8	13.1	16.3	77 FPS	98.0	6.3	28	Fo’c’sle HIL
Q Qualcomm QCS8550 48 TOPS · SoC	INT8	13.9	17.8	72 FPS	97.9	13.0	28	Fo’c’sle HIL
H Hailo-10H 40 TOPS · M.2	INT8	17.0	22.6	59 FPS	98.3	3.3	28	Fo’c’sle HIL
N NVIDIA Jetson Orin Nano 40 TOPS · SoM	INT8	18.1	22.0	55 FPS	97.9	12.2	28	Community
A AMD Versal AI Edge VE2302 22 TOPS · SoC	INT8	18.1	23.9	55 FPS	97.4	10.2	28	Community
Apple Neural Engine (M4) 38 TOPS · SoC	FP16	19.1	24.3	52 FPS	99.9	7.1	55	Community
A Ambarella CV72 32 TOPS · SoC	INT8	20.7	25.4	48 FPS	97.2	5.5	28	Community
H Hailo-8 26 TOPS · M.2	INT8	21.2	25.8	47 FPS	97.5	2.3	28	Fo’c’sle HIL
π Raspberry Pi 5 + Hailo HAT 26 TOPS · HAT	INT8	25.9	34.0	39 FPS	98.6	7.4	28	Publisher
Q Qualcomm QCS6490 12 TOPS · SoC	Not supported
A Ambarella CV5 16 TOPS · SoC	Not supported
M MediaTek Genio 700 4 TOPS · SoC	Not supported
G Google Coral Edge TPU 4 TOPS · USB	Not supported
I Intel Movidius Myriad X 4 TOPS · SoC	Not supported
R Rockchip RK3588 6 TOPS · SoC	Not supported

Leader per columnCOCO 2017 val · 1080p input · single-stream, batch=1

HIL conditions

All numbers measured on Fo’c’sle HIL rigs in Tel Aviv (primary), Munich (secondary), and Pittsburgh (robotics). Single-stream, batch-1, real preprocessing, real downstream consumer. p50/p95 are over 10,000-frame steady-state windows after a 30-second warm-up. Power draw is package power, not wall power. Memory footprint is the resident model + activations footprint at peak — not on-disk.

Submitted publisher numbers are accepted only if they reproduce within ±8% of an HIL-lab matched run on the same chip in the same input mode. Otherwise they live separately under the Discussion tab.