HWBench

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) vs Rockchip RV1126 (NPU)

Split result: Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) is faster in 5 and Rockchip RV1126 (NPU) in 4 of 9 like-for-like comparisons.

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)Rockchip RV1126 (NPU)
Best object detection66.21 FPS D
2026-09-11 (page last edited)
56.80 FPS C
2026-10-13 (page last edited)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data5 of 74 of 7

Best published object detection result per platform (may be from different like-for-like groups — see data). n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)30.35 FPS
inference_time · b=1
yolov9s_70s_15p_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · small (YOLO-s)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
Rockchip RV1126 (NPU)29.20 FPS
throughput · b=1
yolov5s_relu
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · small (YOLO-s)
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)66.21 FPS
inference_time · b=1
yolov5n_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
Rockchip RV1126 (NPU)56.80 FPS
throughput · b=1
yolov6n
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Rockchip RV1126 (NPU)8.50 FPS
throughput · b=1
yolov5m
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · medium (YOLO-m)
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)6.02 FPS
inference_time · b=1
yolov5m.relu
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · medium (YOLO-m)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
✓ 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
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)58.05 FPS
inference_time · b=1
132_YOLOX
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 RV1126 (NPU)22.40 FPS
throughput · b=1
yolov7-tiny
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)

instance segmentation

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Rockchip RV1126 (NPU)42.20 FPS
throughput · b=1
yolov5n-seg
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)
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)14.13 FPS
inference_time · b=1
yolov8n-seg
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)

pose estimation

Only Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)64.49 FPS
inference_time · b=1
yolov8n_pose_50s_25p_512x288_split
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)

Rockchip RV1126 (NPU):

◌

No published pose estimation results for Rockchip RV1126 (NPU) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)672 FPS
inference_time · b=1
mobilenet-v1-0.25-128
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · mobile-class CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
Rockchip RV1126 (NPU)322 FPS
throughput · b=1
mobilenetv2-12
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)68.35 FPS
inference_time · b=1
resnet18_86s_07p
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · mid-size CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
Rockchip RV1126 (NPU)36.20 FPS
throughput · b=1
resnet50-v2-7
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)

semantic segmentation

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Rockchip RV1126 (NPU)13.00 FPS
throughput · b=1
deeplab-v3-plus-mobilenet-v2
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN
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)3.24 FPS
inference_time · b=1
DeepLabV3-Plus-MobileNet_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · mobile-class CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)
✓ 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
Rockchip RV1126 (NPU)27.10 FPS
throughput · b=1
ppseg_lite_1024x512
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)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)13.13 FPS
inference_time · b=1
FFNet-122NS-LowRes_512x288
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)

speech-to-text

◌

No published speech-to-text results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or Rockchip RV1126 (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

◌

No published LLM generation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or Rockchip RV1126 (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

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.