HWBench

text recognition (OCR) benchmarks on edge AI hardware

27 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 (unknown, batch 1): Axelera Metis Edge 130p PCIe card at 7943 FPS C 2026-10-15 (page last edited). 1 groups, 11 platforms.

Show data — 1 like-for-like tables

unknown · batch 1 (11 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
Axelera Metis Edge 130p PCIe card7943 FPS
throughput · b=1
LPRNet
INT8 · Voyager SDK (GStreamer pipeline) · unknown
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 Embedded 113m M.2 card7750 FPS
throughput · b=1
LPRNet
INT8 · Voyager SDK (GStreamer pipeline) · unknown
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)691 FPS
throughput · b=1
lprnet
FP16 · 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)605 FPS
throughput · b=1
lprnet
FP16 · 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)568 FPS
throughput · b=1
lprnet
FP16 · 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)455 FPS
throughput · b=1
lprnet
FP16 · 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)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)233 FPS
inference_time · b=1
lpr_eu_v3
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · unknown
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
Rockchip RK3566/RK3568 (NPU)154 FPS
throughput · b=1
lprnet
FP16 · 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)47.60 FPS
throughput · b=1
lprnet
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)30.60 FPS
throughput · b=1
lprnet
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)30.10 FPS
throughput · b=1
lprnet
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.