Google Coral USB Accelerator vs Hailo-8 AI Processor — Specs & Performance Compared
Side-by-side APU comparison of the Google Coral USB Accelerator and the Hailo-8 AI Processor. Released 2019 (Google Coral USB Accelerator), 2021 (Hailo-8 AI Processor). MSRP range: $60 · $200. Specs, synthetic benchmarks, AI inference tok/s, and Amazon availability below; each column header links to that part's benchmark page.
Hailo-8 AI Processor
*Price sourced from Amazon.com. Price and availability subject to change.
Where to buy
A listing for each part; the current price and stock are on the retailer's page.
Synthetic benchmarks
Each row says whether a higher or a lower number is better (ranks and times are lower-is-better). Scores come from Hailo AI GitHub – hailo_model_zoo and Google Coral; each row links its sources, and where they differ the cell shows their median. Empty cells mean we don't yet have that benchmark on file for the SKU.
| Benchmark | Google Coral USB Accelerator | Hailo-8 AI Processor |
|---|---|---|
| CenterNet ResNet V1-50 Detection (512x512, batch=1) (higher is better) Source: Hailo AI GitHub – hailo_model_zoo |
— | 87 FPS |
| Edge TPU inference latency — DeepLab V3 (513x513) (lower is better) Source: Google Coral |
52 ms | — |
| Edge TPU inference latency — DenseNet (224x224) (lower is better) Source: Google Coral |
20 ms | — |
| Edge TPU inference latency — EfficientNet-EdgeTPU-L (lower is better) Source: Google Coral |
25 ms | — |
| Edge TPU inference latency — EfficientNet-EdgeTPU-M (lower is better) Source: Google Coral |
9 ms | — |
| Edge TPU inference latency — EfficientNet-EdgeTPU-S (lower is better) Source: Google Coral |
5 ms | — |
| Edge TPU inference latency — Inception v1 (224x224) (lower is better) Source: Google Coral |
3 ms | — |
| Edge TPU inference latency — Inception v4 (299x299) (lower is better) Source: Google Coral |
85 ms | — |
| Edge TPU inference latency — Inception-ResNet V2 (299x299) (lower is better) Source: Google Coral |
57 ms | — |
| Edge TPU inference latency — MobileNet v1 (224x224) (lower is better) Source: Google Coral |
2 ms | — |
| Edge TPU inference latency — MobileNet v1 SSD (224x224) (lower is better) Source: Google Coral |
7 ms | — |
| Edge TPU inference latency — MobileNet v2 (224x224) (lower is better) Source: Google Coral |
3 ms | — |
AI inference (tokens/sec)
Top community-reported tokens-per-second results for popular LLMs whose weights fit the card's memory, each linked to its source. See the per-SKU benchmark page for the full set including quantization and prompt length.
Google Coral USB Accelerator
- MobileNet V1 1.0 224x224: 416.7 tok/s (Google Coral — Edge TPU Performance Benchmarks (official))
- MobileNet V2 (image classification, 224×224 INT8): 384.6 tok/s (Analytics Vidhya (Medium) — Nicolas Bortolotti)
- MobileNet V2 1.0 224x224: 384.6 tok/s (Google Coral — Edge TPU Performance Benchmarks (official))
Hailo-8 AI Processor
- YOLOv8s: 491.0 tok/s (Hailo Community)
- YOLOv8n: 431.0 tok/s (Hailo Community)
- YOLOv8m (multi-stream object detection, 640x640, batch 8): 0.0 tok/s (Seeed Studio Wiki)
Quick answers
What did the Google Coral USB Accelerator and the Hailo-8 AI Processor cost at launch?
The Google Coral USB Accelerator launched at a $60 MSRP and the Hailo-8 AI Processor at $200. Street prices drift from launch pricing; the Where to buy section links current listings.
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