AMD Ryzen AI processor (SKU not stated) vs Intel Xeon Gold 6154 desktop (CPU only, TFLite)
No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.
| AMD Ryzen AI processor (SKU not stated) | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best object detection | 144 FPS D 2025-12-17 (page last edited) | n/a |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | n/a | n/a |
| Workloads with data | 1 of 7 | 1 of 7 |
Best published object detection result per platform. n/a = not published; never estimated.
Show data — all workloads, sources and like-for-like groups
object detection
Only AMD Ryzen AI processor (SKU not stated) has published object detection results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| 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) |
Intel Xeon Gold 6154 desktop (CPU only, TFLite):
No published object detection results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or AMD Ryzen AI processor (SKU not stated) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
instance segmentation
No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
pose estimation
No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
image classification
No published image classification results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only | 36.10 FPS inference_time · b=1 | Unet Mv2 (128x128) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2020) |
AMD Ryzen AI processor (SKU not stated):
No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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
No published speech-to-text results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.
| AMD Ryzen AI processor (SKU not stated) | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best object detection | 144 FPS D 2025-12-17 (page last edited) | 9.43 FPS D Older data (2019) |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | n/a | n/a |
| Workloads with data | 1 of 7 | 3 of 7 |
Best published object detection result per platform. n/a = not published; never estimated.
Show data — all workloads, sources and like-for-like groups
object detection
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| 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) |
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only MIXED: model-size class mobile-class CNN vs small (YOLO-s) | 9.43 FPS inference_time · b=1 | MobileNet v2 SSD (224x224) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2019) |
No shared like-for-like group exists for this pair.
instance segmentation
No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
pose estimation
No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published image classification results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only | 2.07 FPS inference_time · b=1 | ResNet-50 V1 (299x299) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2019) |
AMD Ryzen AI processor (SKU not stated):
No published image classification results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only | 36.10 FPS inference_time · b=1 | Unet Mv2 (128x128) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2020) |
AMD Ryzen AI processor (SKU not stated):
No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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
No published speech-to-text results for AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 AMD Ryzen AI processor (SKU not stated) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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
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.