HWBenchedge-AI hardware data, cited & graded

AMD Kria KV260 Vision AI Starter Kit (K26 SOM) vs NVIDIA Jetson Thor T4000

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.
AMDSOM starter kit (adaptive SoC) · no photo yet
No licensed photo available — placeholder drawing.
NVIDIAedge module · 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 Kria KV260 Vision AI Starter Kit (K26 SOM)NVIDIA Jetson Thor T4000
Best object detection276 FPS D
Older data (2023)
n/a
Power7.50 W specn/a
Perf / W36.76 FPS/W specn/a
Pricen/an/a
Workloads with data4 of 71 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

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)14.79 FPS
E2E throughput, multi thread · b=unknown
pt_yolov5s6_coco_1280_1280_17G
INT8 · Vitis AI 3.0 (VART) · small (YOLO-s)
D7.50 W spec
reported in result source — spec
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NVIDIA Jetson Thor T4000:

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No published object detection results for NVIDIA Jetson Thor T4000 or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

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No published instance segmentation results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) or NVIDIA Jetson Thor T4000 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 AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)352 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · unknown
D7.50 W spec
reported in result source — spec
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NVIDIA Jetson Thor T4000:

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No published pose estimation results for NVIDIA Jetson Thor T4000 or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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 AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)214 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_imagenet_160_160_0.88_1.8G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
D7.50 W spec
reported in result source — spec
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NVIDIA Jetson Thor T4000:

◌

No published image classification results for NVIDIA Jetson Thor T4000 or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)32.90 FPS
E2E throughput, multi thread · b=unknown
pt_SemanticFPN-mobilenetv2_cityscapes_512_1024_10G
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
D7.50 W spec
reported in result source — spec
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NVIDIA Jetson Thor T4000:

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No published semantic segmentation results for NVIDIA Jetson Thor T4000 or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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

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No published speech-to-text results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) or NVIDIA Jetson Thor T4000 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only NVIDIA Jetson Thor T4000 has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA Jetson Thor T400035.00 tok/s
generation_throughput · b=1
Qwen 3 8B
NVFP4 · vLLM · LLM 5–14B
Cunknown power n/a
no power published
NVIDIA Jetson AI Lab benchmarks (benchmarks.json)
undated

AMD Kria KV260 Vision AI Starter Kit (K26 SOM):

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No published LLM generation results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) or NVIDIA Jetson Thor T4000 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.