Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) vs Hailo-8 (M.2/PCIe, x86 host)
Hailo-8 (M.2/PCIe, x86 host) is faster in the only like-for-like comparison (largest gap: semantic segmentation, 8.13×).
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) | Hailo-8 (M.2/PCIe, x86 host) | |
|---|---|---|
| Best semantic segmentation | 5.24 FPS D Older data (2020) | 664 FPS D 2026-10-15 (page last edited) |
| Power | n/a | 2.50 W spec |
| Perf / W | n/a | 266 FPS/W spec |
| Price | n/a | n/a |
| Workloads with data | 1 of 7 | 6 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 Hailo-8 (M.2/PCIe, x86 host) has published object detection results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 1036 FPS throughput · b=1 | yolov8n INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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-8 (M.2/PCIe, x86 host) has published instance segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 68.70 FPS throughput · b=1 | yolov5m_seg INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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-8 (M.2/PCIe, x86 host) has published pose estimation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 2126 FPS throughput · b=1 | mspn_regnetx_800mf INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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
Only Hailo-8 (M.2/PCIe, x86 host) has published image classification results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 2597 FPS throughput · b=1 | mobilenet_v2_1.0 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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.
semantic segmentation
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 42.60 FPS throughput · b=1 | fcn8_resnet_v1_18 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only | 5.24 FPS inference_time · b=1 | Unet Mv2 (128x128) 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) Older data (2020) |
speech-to-text
Only Hailo-8 (M.2/PCIe, x86 host) has published speech-to-text results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 51.40 FPS throughput · b=1 | whisper_base_5s_encoder INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · Whisper base | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Hailo-8 (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.
Hailo-8 (M.2/PCIe, x86 host) is faster in all 3 like-for-like comparisons (largest gap: image classification, 2407×).
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) | Hailo-8 (M.2/PCIe, x86 host) | |
|---|---|---|
| Best image classification | 8.20 FPS D Older data (2019) | 2597 FPS D 2026-10-15 (page last edited) |
| Power | n/a | 2.50 W spec |
| Perf / W | n/a | 1039 FPS/W spec |
| Price | n/a | n/a |
| Workloads with data | 3 of 7 | 6 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
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 1036 FPS throughput · b=1 | yolov8n INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only MIXED: model-size class mobile-class CNN vs nano (YOLO-n) | 3.55 FPS inference_time · b=1 | MobileNet v2 SSD (224x224) TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2019) |
No shared like-for-like group exists for this pair.
instance segmentation
Only Hailo-8 (M.2/PCIe, x86 host) has published instance segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 68.70 FPS throughput · b=1 | yolov5m_seg INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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-8 (M.2/PCIe, x86 host) has published pose estimation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 2126 FPS throughput · b=1 | mspn_regnetx_800mf INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 2597 FPS throughput · b=1 | mobilenet_v2_1.0 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only | 8.20 FPS inference_time · b=1 | MobileNet v2 (224x224) TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN | D | unknown power n/a no power published | Google Coral Edge TPU benchmarks page (Table 1) Older data (2019) |
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 1372 FPS throughput · b=1 | resnet_v1_50 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only | 0.570 FPS inference_time · b=1 | ResNet-50 V1 (299x299) 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) Older data (2019) |
semantic segmentation
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 42.60 FPS throughput · b=1 | fcn8_resnet_v1_18 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
| Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only | 5.24 FPS inference_time · b=1 | Unet Mv2 (128x128) 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) Older data (2020) |
speech-to-text
Only Hailo-8 (M.2/PCIe, x86 host) has published speech-to-text results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-8 (M.2/PCIe, x86 host) | 51.40 FPS throughput · b=1 | whisper_base_5s_encoder INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · Whisper base | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-8) 2026-10-15 (page last edited) |
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 Hailo-8 (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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or Hailo-8 (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
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.