HWBenchedge-AI hardware data, cited & graded

AMD Versal AI Edge VEK280 (VE2802) vs Qualcomm Dragonwing IQ-9075 EVK

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.
AMDeval kit (adaptive SoC) · no photo yet
No licensed photo available — placeholder drawing.
Qualcommedge SoC dev kit · no photo yet
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 Versal AI Edge VEK280 (VE2802)Qualcomm Dragonwing IQ-9075 EVK
Best object detection1933 FPS D
Older data (2023)
674 FPS D
2026 (year only)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data4 of 76 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 medium (YOLO-m) at batch unknown. Differs: model-size class unknown vs medium (YOLO-m); batch 1 vs unknown.
PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge VEK280 (VE2802)49.61 FPS
E2E throughput, multi thread · b=unknown
pt_yolov6m_3.5
INT8 · Vitis AI 3.5 (VART) · medium (YOLO-m)
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)
Qualcomm Dragonwing IQ-9075 EVK
MIXED: model-size class unknown vs medium (YOLO-m); batch 1 vs unknown
674 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

instance segmentation

Only Qualcomm Dragonwing IQ-9075 EVK has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK568 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

AMD Versal AI Edge VEK280 (VE2802):

◌

No published instance segmentation results for AMD Versal AI Edge VEK280 (VE2802) or Qualcomm Dragonwing IQ-9075 EVK 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 mid-size CNN at batch 1. Differs: model-size class unknown vs mid-size CNN; batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK864 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
AMD Versal AI Edge VEK280 (VE2802)
MIXED: model-size class unknown vs mid-size CNN; batch unknown vs 1
428 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_3.5
INT8 · Vitis AI 3.5 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.5 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: model-size class unknown vs mobile-class CNN; batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK1965 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
AMD Versal AI Edge VEK280 (VE2802)
MIXED: model-size class unknown vs mobile-class CNN; batch unknown vs 1
8598 FPS
E2E throughput, multi thread · b=unknown
pt_squeezenet_3.5
INT8 · Vitis AI 3.5 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.5 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 mobile-class CNN at batch 1. Differs: model-size class mid-size CNN vs mobile-class CNN; batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK270 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
AMD Versal AI Edge VEK280 (VE2802)
MIXED: model-size class mid-size CNN vs mobile-class CNN; batch unknown vs 1
1564 FPS
E2E throughput, multi thread · b=unknown
tf2_2D-UNET_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

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

speech-to-text

Only Qualcomm Dragonwing IQ-9075 EVK has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK196 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub qnn_context_binary (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

AMD Versal AI Edge VEK280 (VE2802):

◌

No published speech-to-text results for AMD Versal AI Edge VEK280 (VE2802) or Qualcomm Dragonwing IQ-9075 EVK 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 AMD Versal AI Edge VEK280 (VE2802) or Qualcomm Dragonwing IQ-9075 EVK 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.