HWBench

Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB)

Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

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)QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB)
Best semantic segmentation36.10 FPS D
Older data (2020)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 71 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only36.10 FPS
inference_time · b=1
Unet Mv2 (128x128)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2020)

QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB):

◌

No published semantic segmentation results for QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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

Only QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB)45408 FPS
throughput_offline · b=unknown
MLPerf whisper
fp16 · TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentM · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.1, closed division, data-centre suite
2026-09-16 (published)

Intel Xeon Gold 6154 desktop (CPU only, TFLite):

◌

No published speech-to-text results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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.

Intel Xeon Gold 6154 desktop (CPU only, TFLite)QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB)
Best object detection9.43 FPS D
Older data (2019)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data3 of 71 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.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only9.43 FPS
inference_time · b=1
MobileNet v2 SSD (224x224)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2019)

QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB):

◌

No published object detection results for QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only2.07 FPS
inference_time · b=1
ResNet-50 V1 (299x299)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2019)

QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB):

◌

No published image classification results for QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only36.10 FPS
inference_time · b=1
Unet Mv2 (128x128)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2020)

QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB):

◌

No published semantic segmentation results for QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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

Only QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB)45408 FPS
throughput_offline · b=unknown
MLPerf whisper
fp16 · TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentM · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.1, closed division, data-centre suite
2026-09-16 (published)

Intel Xeon Gold 6154 desktop (CPU only, TFLite):

◌

No published speech-to-text results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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 QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) 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.