HWBench

face analysis benchmarks on edge AI hardware

94 published rows. Each table compares only results with the same model-size class and batch size. Search this workload · JSON.

Fastest in the best-covered like-for-like group (mid-size CNN, batch 1): MemryX MX3 M.2 module at 7221 FPS C 2026-07-15 (published). 3 groups, 11 platforms.

Show data — 3 like-for-like tables

mid-size CNN · batch 1 (11 platforms)

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module7221 FPS
throughput · b=1
YuNet
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mid-size CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)
Axelera Metis Embedded 113m M.2 card1285 FPS
throughput · b=1
FaceNet - InceptionResnetV1
INT8 · Voyager SDK (GStreamer pipeline) · mid-size CNN
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
Axelera Metis Edge 130p PCIe card1226 FPS
throughput · b=1
FaceNet - InceptionResnetV1
INT8 · Voyager SDK (GStreamer pipeline) · mid-size CNN
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
Rockchip RK3576 (NPU, single core of 2)54.60 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3588 (NPU, single core of 3)50.00 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1126B (NPU)46.50 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3562 (NPU)27.10 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK1808 (NPU)24.60 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1126 (NPU)20.80 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3566/RK3568 (NPU)18.40 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1109 (NPU)14.60 FPS
throughput · b=1
RetinaFace_resnet50_320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mid-size CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

mobile-class CNN · batch 1 (1 platforms)

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module19560 FPS
throughput · b=1
MediaPipe-iris-landk
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mobile-class CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

unknown · batch 1 (9 platforms)

✓ Like-for-like: model-size class unknown, batch 1 (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module37925 FPS
throughput · b=1
Open-closed-eye-0001
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · unknown
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)
Rockchip RK3576 (NPU, single core of 2)502 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1126B (NPU)452 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3562 (NPU)353 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3588 (NPU, single core of 3)229 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1126 (NPU)213 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK1808 (NPU)199 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RK3566/RK3568 (NPU)149 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
Rockchip RV1109 (NPU)145 FPS
throughput · b=1
RetinaFace_mobile320
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
How to read these numbers
Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.