HWBenchedge-AI hardware data, cited & graded

Google Coral Dev Board (Edge TPU) vs Hailo-8L (M.2/PCIe, x86 host)

Googleedge SBC · no photo yet
No licensed photo available — placeholder drawing.
HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.

Split result: Google Coral Dev Board (Edge TPU) is faster in 1 and Hailo-8L (M.2/PCIe, x86 host) in 1 of 2 like-for-like comparisons.

Google Coral Dev Board (Edge TPU)Hailo-8L (M.2/PCIe, x86 host)
Best image classification500 FPS D
undated
1738 FPS D
undated
Power2.00 W spec1.50 W spec
Perf / W250 FPS/W spec1159 FPS/W spec
Pricen/an/a
Workloads with data1 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

Only Hailo-8L (M.2/PCIe, x86 host) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8L (M.2/PCIe, x86 host)201 FPS
throughput · b=1
yolov8n
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

Google Coral Dev Board (Edge TPU):

◌

No published object detection results for Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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 Hailo-8L (M.2/PCIe, x86 host) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8L (M.2/PCIe, x86 host)52.90 FPS
throughput · b=1
yolov5m_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

Google Coral Dev Board (Edge TPU):

◌

No published instance segmentation results for Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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 Hailo-8L (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8L (M.2/PCIe, x86 host)48.50 FPS
throughput · b=1
yolov8m_pose
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

Google Coral Dev Board (Edge TPU):

◌

No published pose estimation results for Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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
Hailo-8L (M.2/PCIe, x86 host)1738 FPS
throughput · b=1
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated
Google Coral Dev Board (Edge TPU)417 FPS
inference_time · b=1
MobileNet v1 (224x224)
INT8 · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN
D2.00 W spec
platform spec envelope (not measured with this result)
Google Coral Edge TPU benchmarks page (Table 1)
undated
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Google Coral Dev Board (Edge TPU)175 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
Hailo-8L (M.2/PCIe, x86 host)138 FPS
throughput · b=1
resnet_v1_50
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

semantic segmentation

Only Hailo-8L (M.2/PCIe, x86 host) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8L (M.2/PCIe, x86 host)19.60 FPS
throughput · b=1
fcn8_resnet_v1_18
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

Google Coral Dev Board (Edge TPU):

◌

No published semantic segmentation results for Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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 Hailo-8L (M.2/PCIe, x86 host) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8L (M.2/PCIe, x86 host)41.80 FPS
throughput · b=1
whisper_base_5s_no_kqs_decoder
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · Whisper base
D1.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8L)
undated

Google Coral Dev Board (Edge TPU):

◌

No published speech-to-text results for Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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 Google Coral Dev Board (Edge TPU) or Hailo-8L (M.2/PCIe, x86 host) 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.