HWBenchedge-AI hardware data, cited & graded

Hailo-8L (M.2/PCIe, x86 host) vs NVIDIA Jetson AGX Orin 64GB

HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.
NVIDIA Jetson AGX Orin developer kit with its retail box, on a black background
NVIDIA Jetson AGX Orin developer kit. Photo: Auledas, CC BY 4.0, via Wikimedia Commons.

NVIDIA Jetson AGX Orin 64GB is faster in the only like-for-like comparison (largest gap: object detection, 2.16×).

Hailo-8L (M.2/PCIe, x86 host)NVIDIA Jetson AGX Orin 64GB
Best object detection437 FPS D
undated
435 FPS B
undated
Power1.50 W spec65.00 W spec
Perf / W291 FPS/W spec6.69 FPS/W spec
Pricen/a$1999 list
Workloads with data6 of 74 of 7

Best published object detection 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

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
NVIDIA Jetson AGX Orin 64GB435 FPS
inference_time · b=1
YOLO26n
INT8 · Ultralytics TensorRT · nano (YOLO-n)
B65.00 W spec
platform spec envelope (not measured with this result)
Ultralytics docs benchmark table
undated
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

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

NVIDIA Jetson AGX Orin 64GB:

◌

No published instance segmentation results for NVIDIA Jetson AGX Orin 64GB 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

NVIDIA Jetson AGX Orin 64GB:

◌

No published pose estimation results for NVIDIA Jetson AGX Orin 64GB 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class mid-size CNN vs mobile-class CNN; batch unknown vs 1.
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
NVIDIA Jetson AGX Orin 64GB
MIXED: model-size class mid-size CNN vs mobile-class CNN; batch unknown vs 1
6424 FPS
throughput_offline · b=unknown
MLPerf ResNet
INT8/FP16 (MLPerf closed) · TensorRT (MLPerf Inference, older round) · mid-size CNN
D65.00 W spec
platform spec envelope (not measured with this result)
NVIDIA Jetson Benchmarks (MLPerf v3.1 results table)
2026-10

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

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

NVIDIA Jetson AGX Orin 64GB:

◌

No published semantic segmentation results for NVIDIA Jetson AGX Orin 64GB 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

⚠ MIXED COMPARISON — not like-for-like. Baseline Whisper base at batch 1. Differs: model-size class RNN-T vs Whisper base; batch unknown vs 1.
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
NVIDIA Jetson AGX Orin 64GB
MIXED: model-size class RNN-T vs Whisper base; batch unknown vs 1
1170 FPS
throughput_offline · b=unknown
MLPerf RNN-T
INT8/FP16 (MLPerf closed) · TensorRT (MLPerf Inference, older round) · RNN-T
D65.00 W spec
platform spec envelope (not measured with this result)
NVIDIA Jetson Benchmarks (MLPerf v3.1 results table)
2026-10

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

LLM generation

Only NVIDIA Jetson AGX Orin 64GB has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA Jetson AGX Orin 64GB30.00 tok/s
generation_throughput · b=1
Qwen 3 8B
W4A16 · vLLM · LLM 5–14B
C65.00 W spec
platform spec envelope (not measured with this result)
NVIDIA Jetson AI Lab benchmarks (benchmarks.json)
undated

Hailo-8L (M.2/PCIe, x86 host):

◌

No published LLM generation results for Hailo-8L (M.2/PCIe, x86 host) or NVIDIA Jetson AGX Orin 64GB 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.