HWBench

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) vs Qualcomm Snapdragon X Elite (CRD)

Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

Qualcomm Snapdragon X Elite (CRD) is faster in the only like-for-like comparison (largest gap: semantic segmentation, 5.50×).

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)Qualcomm Snapdragon X Elite (CRD)
Best semantic segmentation5.24 FPS D
Older data (2020)
274 FPS D
2026-10-07 (published)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 76 of 7

Best published semantic segmentation 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

Only Qualcomm Snapdragon X Elite (CRD) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)633 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published object detection results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

Only Qualcomm Snapdragon X Elite (CRD) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)556 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published instance segmentation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Qualcomm Snapdragon X Elite (CRD) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)938 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published pose estimation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) 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 Qualcomm Snapdragon X Elite (CRD) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)2203 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published image classification results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)28.80 FPS
inference_time · b=1
unet_segmentation
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only5.24 FPS
inference_time · b=1
Unet Mv2 (128x128)
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)

speech-to-text

Only Qualcomm Snapdragon X Elite (CRD) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)272 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published speech-to-text results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

Qualcomm Snapdragon X Elite (CRD) is faster in all 3 like-for-like comparisons (largest gap: image classification, 2081×).

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)Qualcomm Snapdragon X Elite (CRD)
Best image classification8.20 FPS D
Older data (2019)
2203 FPS D
2026-10-07 (published)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data3 of 76 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class unknown vs mobile-class CNN.
PlatformResultModel · precision · stackGradePowerSource
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only3.55 FPS
inference_time · b=1
MobileNet v2 SSD (224x224)
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)
Qualcomm Snapdragon X Elite (CRD)
MIXED: model-size class unknown vs mobile-class CNN
633 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

No shared like-for-like group exists for this pair.

instance segmentation

Only Qualcomm Snapdragon X Elite (CRD) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)556 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published instance segmentation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Qualcomm Snapdragon X Elite (CRD) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)938 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published pose estimation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)2203 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only8.20 FPS
inference_time · b=1
MobileNet v2 (224x224)
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)
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)1186 FPS
inference_time · b=1
resnet50
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only0.570 FPS
inference_time · b=1
ResNet-50 V1 (299x299)
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)

semantic segmentation

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)28.80 FPS
inference_time · b=1
unet_segmentation
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only5.24 FPS
inference_time · b=1
Unet Mv2 (128x128)
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)

speech-to-text

Only Qualcomm Snapdragon X Elite (CRD) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X Elite (CRD)272 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published speech-to-text results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Qualcomm Snapdragon X Elite (CRD) 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.