MemryX MX3 M.2 module: edge AI benchmarks
Key results
| Workload | Best result | Model · precision | Power · perf/W | Grade · date | Source |
|---|---|---|---|---|---|
| object detection | 8519 FPS batch 1 | Malaria-Detector not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| instance segmentation | 1023 FPS batch 1 | YOLO26-nano-seg not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| pose estimation | 16874 FPS batch 1 | HHP-Net not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| image classification | 10057 FPS batch 1 | Vehicle-Attributes-recog-barrier-0039 not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| semantic segmentation | 2002 FPS batch 1 | MediaPipe-selfie-segmentation-landscape not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| audio classification | 17848 FPS batch 1 | YAMNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| speech enhancement | 2114 FPS batch 1 | Audio-Denoising (UNet) not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| depth estimation | 501 FPS batch 1 | PyDNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| super-resolution | 6963 FPS batch 1 | SG-Low-Light-Image-Enhancement not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| face analysis | 37925 FPS batch 1 | Open-closed-eye-0001 not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| hand tracking | 2410 FPS batch 1 | MediaPipe-hand-landk-lite not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| keypoint / feature detection | 1139 FPS batch 1 | M-LSD not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| 3D point clouds | 41277 FPS batch 1 | MMDet3d-CenterPoint not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| object tracking | 3543 FPS batch 1 | LiteTrack not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
| re-identification | 1213 FPS batch 1 | Person-ReID-YouTube not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | unknown | C 2026-07-15 (published) | MemryX Model Explorer (SDK 2.2) |
Best published result per workload, across model sizes. For like-for-like groups, open the per-workload tables below.
Show data — per-workload tables
object detection
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mobile-class CNN · b=1 | 2391 FPS | MediaPipe-object-Detection-3d-camera not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 3 of 8 |
| mid-size CNN · b=1 | 913 FPS | License-plate-Detection-LPD-YuNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 3 |
| unknown · b=1 | 8519 FPS | Malaria-Detector not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 20 |
instance segmentation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 1023 FPS | YOLO26-nano-seg not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 2 of 10 |
pose estimation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mobile-class CNN · b=1 | 2721 FPS | MoveNet.SinglePose.Lightning not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 3 of 5 |
| mid-size CNN · b=1 | 1510 FPS | RtmPose-tiny not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 4 of 8 |
| unknown · b=1 | 16874 FPS | HHP-Net not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 2 |
image classification
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mid-size CNN · b=1 | 2317 FPS | ResNet-50 (MXA-Optimized) not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 4 of 28 |
| mobile-class CNN · b=1 | 8312 FPS | MobileNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 29 |
| unknown · b=1 | 10057 FPS | Vehicle-Attributes-recog-barrier-0039 not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 10 |
semantic segmentation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mid-size CNN · b=1 | 1998 FPS | Deeplab-v3 not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 14 |
| mobile-class CNN · b=1 | 2002 FPS | MediaPipe-selfie-segmentation-landscape not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 17 |
| unknown · b=1 | 1076 FPS | Selfie-Segmentation not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 14 |
speech-to-text
No published speech-to-text results for MemryX MX3 M.2 module 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 MemryX MX3 M.2 module yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
audio classification
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 17848 FPS | YAMNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
speech enhancement
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 2114 FPS | Audio-Denoising (UNet) not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
depth estimation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 501 FPS | PyDNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 3 of 4 |
super-resolution
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 6963 FPS | SG-Low-Light-Image-Enhancement not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 2 |
face analysis
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mid-size CNN · b=1 | 7221 FPS | YuNet not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 11 |
| mobile-class CNN · b=1 | 19560 FPS | MediaPipe-iris-landk not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
| unknown · b=1 | 37925 FPS | Open-closed-eye-0001 not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 9 |
hand tracking
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| mobile-class CNN · b=1 | 2410 FPS | MediaPipe-hand-landk-lite not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
| unknown · b=1 | 2398 FPS | American-sign-language not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
keypoint / feature detection
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 1139 FPS | M-LSD not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
3D point clouds
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 41277 FPS | MMDet3d-CenterPoint not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
object tracking
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 3543 FPS | LiteTrack not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 1 of 1 |
re-identification
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| unknown · b=1 | 1213 FPS | Person-ReID-YouTube not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) | C | unknown power n/a | MemryX Model Explorer (SDK 2.2) 2026-07-15 (published) | 3 of 3 |
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How to read these numbers
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.