AMD Zynq UltraScale+ ZCU104 (ZU7EV) vs Hailo-8 (M.2/PCIe, x86 host)

FPGA / Versal coverage note: 1,243 rows come from the AMD Vitis AI 3.0/3.5 Model Zoo tables; 733 (59%) are image classification. Detection, segmentation and other workloads are thinner, and there is no LLM or speech data for these boards. All are vendor-published (grade D). FPGA / Versal overview.

No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

	AMD Zynq UltraScale+ ZCU104 (ZU7EV)	Hailo-8 (M.2/PCIe, x86 host)
Best object detection	463 FPS D Older data (2023)	1036 FPS D undated
Power	n/a	2.50 W spec
Perf / W	n/a	414 FPS/W spec
Price	n/a	n/a
Workloads with data	4 of 7	6 of 7

Best published object detection result per platform. 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 nano (YOLO-n) at batch 1. Differs: model-size class unknown vs nano (YOLO-n); batch unknown vs 1.

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) undated
AMD Zynq UltraScale+ ZCU104 (ZU7EV) MIXED: model-size class unknown vs nano (YOLO-n); batch unknown vs 1	463 FPS E2E throughput, multi thread · b=unknown	pt_yolox-nano_coco_416_416_1G INT8 · Vitis AI 3.0 (VART) · unknown	D	unknown power n/a no power published	Vitis AI 3.0 Model Zoo performance table Older data (2023)

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) undated

AMD Zynq UltraScale+ ZCU104 (ZU7EV):

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No published instance segmentation results for AMD Zynq UltraScale+ ZCU104 (ZU7EV) 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

⚠ MIXED COMPARISON — not like-for-like. Baseline medium (YOLO-m) at batch 1. Differs: model-size class unknown vs medium (YOLO-m); batch unknown vs 1.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	68.60 FPS throughput · b=1	yolov8m_pose 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) undated
AMD Zynq UltraScale+ ZCU104 (ZU7EV) MIXED: model-size class unknown vs medium (YOLO-m); batch unknown vs 1	372 FPS E2E throughput, multi thread · b=unknown	pt_movenet_coco_192_192_0.5G INT8 · Vitis AI 3.0 (VART) · unknown	D	unknown power n/a no power published	Vitis AI 3.0 Model Zoo performance table Older data (2023)

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

image classification

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: batch unknown vs 1.

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) undated
AMD Zynq UltraScale+ ZCU104 (ZU7EV) MIXED: batch unknown vs 1	4325 FPS E2E throughput, multi thread · b=unknown	tf_mobilenetv1_0.25_imagenet_128_128_27M INT8 · Vitis AI 3.0 (VART) · mobile-class CNN	D	unknown power n/a no power published	Vitis AI 3.0 Model Zoo performance table Older data (2023)

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

semantic segmentation

⚠ MIXED COMPARISON — not like-for-like. Baseline mid-size CNN at batch 1. Differs: batch unknown vs 1.

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) undated
AMD Zynq UltraScale+ ZCU104 (ZU7EV) MIXED: batch unknown vs 1	352 FPS E2E throughput, multi thread · b=unknown	tf2_2d-unet_nuclei_128_128_5.31G INT8 · Vitis AI 3.0 (VART) · mid-size CNN	D	unknown power n/a no power published	Vitis AI 3.0 Model Zoo performance table Older data (2023)

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

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) undated

AMD Zynq UltraScale+ ZCU104 (ZU7EV):

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No published speech-to-text results for AMD Zynq UltraScale+ ZCU104 (ZU7EV) 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

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No published LLM generation results for AMD Zynq UltraScale+ ZCU104 (ZU7EV) 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

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.