AMD Ryzen AI processor (SKU not stated) vs Rockchip RV1126B (NPU)

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Split result: AMD Ryzen AI processor (SKU not stated) is faster in 2 and Rockchip RV1126B (NPU) in 1 of 3 like-for-like comparisons.

	AMD Ryzen AI processor (SKU not stated)	Rockchip RV1126B (NPU)
Best object detection	144 FPS D 2025-12-17 (page last edited)	106 FPS C 2026-10-13 (page last edited)
Power	n/a	n/a
Perf / W	n/a	n/a
Price	n/a	n/a
Workloads with data	1 of 7	5 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
Rockchip RV1126B (NPU)	55.60 FPS throughput · b=1	yolov5s_relu INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · small (YOLO-s)	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)
AMD Ryzen AI processor (SKU not stated)	43.76 FPS latency_e2e · b=1	YOLOv8s-worldv2 A16W8 · ONNX Runtime + Vitis AI EP (Ryzen AI SW), Quark A16W8 AdaRound · small (YOLO-s)	D	unknown power n/a no power published	AMD technical article: Deploying object detection model on AMD AI PC 2026-01-23 (page last edited)

✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Ryzen AI processor (SKU not stated)	48.20 FPS throughput · b=1	yolov8m XINT8 · Ryzen AI SW (ONNX Runtime, Vitis AI EP) run_inference.py --benchmark · medium (YOLO-m)	D	unknown power n/a no power published	AMD RyzenAI-SW YOLOv8m example (README benchmark table) 2026-08-11 (published)
Rockchip RV1126B (NPU)	20.90 FPS throughput · b=1	yolov5m INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · medium (YOLO-m)	C	unknown 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 unknown, batch 1 (size or batch not stated by source — unverified). Model, precision and stack may still differ.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Ryzen AI processor (SKU not stated)	144 FPS latency · b=1	Yolo face v8n-v2 (AMD custom single-class YOLO) A8W8 (Quark) · ONNX Runtime + Vitis AI EP (Ryzen AI SW) · unknown	D	unknown power n/a no power published	AMD technical article: AI inference acceleration on Ryzen AI with Quark (Table 5) 2025-12-17 (page last edited)
Rockchip RV1126B (NPU)	66.90 FPS throughput · b=1	yolov7-tiny INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · unknown	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)

instance segmentation

Only Rockchip RV1126B (NPU) has published instance segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Rockchip RV1126B (NPU)	83.80 FPS throughput · b=1	yolov5n-seg INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)

AMD Ryzen AI processor (SKU not stated):

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No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Rockchip RV1126B (NPU) has published pose estimation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Rockchip RV1126B (NPU)	59.10 FPS throughput · b=1	yolov8n-pose INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)

AMD Ryzen AI processor (SKU not stated):

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No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

Only Rockchip RV1126B (NPU) has published image classification results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Rockchip RV1126B (NPU)	374 FPS throughput · b=1	mobilenetv2-12 INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)

AMD Ryzen AI processor (SKU not stated):

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No published image classification results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only Rockchip RV1126B (NPU) has published semantic segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Rockchip RV1126B (NPU)	30.90 FPS throughput · b=1	deeplab-v3-plus-mobilenet-v2 INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN	C	unknown power n/a no power published	Rockchip rknn_model_zoo README benchmark table 2026-10-13 (page last edited)

AMD Ryzen AI processor (SKU not stated):

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No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

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No published speech-to-text results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (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

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No published LLM generation results for AMD Ryzen AI processor (SKU not stated) or Rockchip RV1126B (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.