AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best object detection | 93.50 FPS D 2026-09-24 (published) | n/a |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | $15995 list | n/a |
| Workloads with data | 2 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 Versal AI Edge Series Gen 2 VEK385 has published object detection results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| AMD Versal AI Edge Series Gen 2 VEK385 | 93.50 FPS throughput · b=1 | yolov8m VINT8 with BF16 tail (Quark) · Vitis AI 6.3 VART ml_vart --benchmark --runs 100 · medium (YOLO-m) | D | unknown power n/a no power published | AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial 2026-09-24 (published) |
Intel Xeon Gold 6154 desktop (CPU only, TFLite):
No published object detection results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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 AMD Versal AI Edge Series Gen 2 VEK385 has published image classification results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| AMD Versal AI Edge Series Gen 2 VEK385 | 265 FPS throughput · b=1 | resnet50-v1-12 (ONNX) INT8 (Quark) · Vitis AI 6.3 ONNX Runtime Vitis AI EP (evaluate.py, Python loop) · mid-size CNN | D | unknown power n/a no power published | AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial 2026-09-23 (page last edited) |
Intel Xeon Gold 6154 desktop (CPU only, TFLite):
No published image classification results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385:
No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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.
AMD Versal AI Edge Series Gen 2 VEK385 is faster in the only like-for-like comparison (largest gap: image classification, 128×).
| AMD Versal AI Edge Series Gen 2 VEK385 | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best image classification | 265 FPS D 2026-09-23 (page last edited) | 19.61 FPS D Older data (2019) |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | $15995 list | n/a |
| Workloads with data | 2 of 7 | 3 of 7 |
Best published image classification 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
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only | 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) |
| AMD Versal AI Edge Series Gen 2 VEK385 MIXED: model-size class medium (YOLO-m) vs mobile-class CNN | 93.50 FPS throughput · b=1 | yolov8m VINT8 with BF16 tail (Quark) · Vitis AI 6.3 VART ml_vart --benchmark --runs 100 · medium (YOLO-m) | D | unknown power n/a no power published | AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial 2026-09-24 (published) |
No shared like-for-like group exists for this pair.
instance segmentation
No published instance segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| AMD Versal AI Edge Series Gen 2 VEK385 | 265 FPS throughput · b=1 | resnet50-v1-12 (ONNX) INT8 (Quark) · Vitis AI 6.3 ONNX Runtime Vitis AI EP (evaluate.py, Python loop) · mid-size CNN | D | unknown power n/a no power published | AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial 2026-09-23 (page last edited) |
| 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) |
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 Versal AI Edge Series Gen 2 VEK385:
No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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.