HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) vs Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published results here; HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) has none for the workloads we track.
| HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best semantic segmentation | n/a | 36.10 FPS D Older data (2020) |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | n/a | n/a |
| Workloads with data | 0 of 7 | 1 of 7 |
Best published semantic segmentation result per platform. n/a = not published; never estimated.
Show data — all workloads, sources and like-for-like groups
object detection
No published object detection results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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.
instance segmentation
No published instance segmentation results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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) |
HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e):
No published semantic segmentation results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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.
Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published results here; HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) has none for the workloads we track.
| HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) | Intel Xeon Gold 6154 desktop (CPU only, TFLite) | |
|---|---|---|
| Best object detection | n/a | 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 | 0 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
Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published object detection results.
| 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) |
HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e):
No published object detection results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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.
instance segmentation
No published instance segmentation results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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) |
HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e):
No published image classification results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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) |
HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e):
No published semantic segmentation results for HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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 HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) 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.