OSNet-AIN

Tiny pedestrian re-ID. The default for cross-camera tracking on dashcam-class silicon.

Re-IDMITINT8pedestrianreidtiny

88K downloads 7.2K deploymentsUpdated Oct 22, 2027

Headline:6.1ms · Ambarella CV5 · INT8

Overview Benchmarks6 Sim Results Deploy6 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
A Ambarella CV72 32 TOPS · SoC	INT8	7.47	8.95	134 FPS	98.8	5.7	3	Publisher
π Raspberry Pi 5 + Hailo HAT 26 TOPS · HAT	INT8	8.70	11.5	115 FPS	97.2	7.2	3	Publisher
H Hailo-8 26 TOPS · M.2	INT8	8.88	11.8	113 FPS	98.5	2.3	3	Fo’c’sle HIL
A Ambarella CV5 16 TOPS · SoC	INT8	16.5	20.2	61 FPS	97.8	3.7	3	Fo’c’sle HIL
R Rockchip RK3588 6 TOPS · SoC	INT8	22.0	28.0	45 FPS	98.2	9.0	3	Fo’c’sle HIL
G Google Coral Edge TPU 4 TOPS · USB	INT8	26.6	32.6	38 FPS	98.5	1.8	3	Publisher
H Hailo-10H 40 TOPS · M.2	Not supported
Q Qualcomm QCS6490 12 TOPS · SoC	Not supported
Q Qualcomm QCS8550 48 TOPS · SoC	Not supported
Q Snapdragon 8 Gen 3 NPU 45 TOPS · SoC	Not supported
N NVIDIA Jetson Orin Nano 40 TOPS · SoM	Not supported
N NVIDIA Jetson AGX Orin 275 TOPS · Module	Not supported
N NVIDIA Jetson Thor 2070 TOPS · Module	Not supported
M MediaTek Genio 700 4 TOPS · SoC	Not supported
I Intel Movidius Myriad X 4 TOPS · SoC	Not supported
A AMD Versal AI Edge VE2302 22 TOPS · SoC	Not supported
Apple Neural Engine (M4) 38 TOPS · SoC	Not supported

Leader per columnMarket-1501 query · 256×128 crops

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.