HWBenchedge-AI hardware data, cited & graded

Dell Pro Max with GB10 vs Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0

DellAI mini-PC · no photo yet
No licensed photo available — placeholder drawing.
GoogleAI accelerator (USB) · no photo yet
No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Dell Pro Max with GB10Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0
Best object detection78.73 FPS A
undated
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 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 Dell Pro Max with GB10 has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB1078.73 FPS
throughput_offline · b=unknown
MLPerf yolo-95
fp4 · CUDA 13.0 · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.1 (closed, edge) ID Dell_Pro_Max_GB10x1
undated

Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0:

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No published object detection results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

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No published instance segmentation results for Dell Pro Max with GB10 or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

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No published pose estimation results for Dell Pro Max with GB10 or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 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 Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0303 FPS
inference_time · b=1
Unet Mv2 (128x128)
INT8 · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
D2.00 W spec
platform spec envelope (not measured with this result)
Google Coral Edge TPU benchmarks page (Table 1)
undated

Dell Pro Max with GB10:

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No published image classification results for Dell Pro Max with GB10 or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for Dell Pro Max with GB10 or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 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

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No published speech-to-text results for Dell Pro Max with GB10 or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only Dell Pro Max with GB10 has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB1023.92 tok/s
generation_throughput · b=1
DeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM 5–14B
C138 W measured
reported in result source — measured
Jeff Geerling ai-benchmarks README (Findings tables)
undated

Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0:

◌

No published LLM generation results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Dell Pro Max with GB10 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.