Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB)
No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.
| Intel Xeon Gold 6154 desktop (CPU only, TFLite) | NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) | |
|---|---|---|
| Best image classification | 36.10 FPS D undated | 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 image classification 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 | 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) undated |
NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB):
No published image classification results for NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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
No published semantic segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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
Only NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) has published speech-to-text results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) | 49327 FPS throughput_offline · b=unknown | MLPerf whisper fp16 · TensorRT 10.14, CUDA 13.1 · unknown | A | unknown power n/a no power published | MLPerf Inference v6.0 (closed, datacenter) ID 6.0-0040 undated |
Intel Xeon Gold 6154 desktop (CPU only, TFLite):
No published speech-to-text results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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.