Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery): edge AI benchmarks
- Independent test arXiv 2603.23640 authors
Key results
How to read power: results are compared only within the same model. By efficiency ranks only results whose source publishes a power figure; By speed ranks every result. Measured = measured for this workload. Vendor-measured (typical/avg) = the vendor’s own measurement at typical or average load, not an independent test and not a maximum, so fps/W looks better than at max TDP. Chip, Module or Board TDP = the vendor’s published maximum, not measured. Typical power, not max TDP = only a typical figure is published, so fps/W looks better than at full load. Scope says what the watts cover: Accelerator only (host not included), Module, or Whole system. Max of range = top of a published range, so fps/W is a floor (≥). “— not published” = the source gives no power; we never estimate one.
| Workload | Model · precision | Result | Power | Perf/W | Rank on this model | Grade · date | Source |
|---|
Ranks compare this board only with boards running the same model. Up to three models per workload; open a rank to see the full same-model table.
Show data — per-workload tables
object detection
No published object detection results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
instance segmentation
No published instance segmentation results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
pose estimation
No published pose estimation results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
image classification
No published image classification results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
semantic segmentation
No published semantic segmentation results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) 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
No published speech-to-text results for Laptop with NVIDIA RTX 4050 Laptop GPU (Core i5-13420H, on battery) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
LLM generation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| LLM ≤4B · b=1 | 132 tok/s | Qwen2.5 1.5B (Q4) 4-bit · vLLM (PyTorch, CUDA 12.1) | C | 34.12 W ● Measured, Whole system | arXiv 2603.23640 authors (manual extraction) 2026-06-07 (published) | 24 of 81 |
Grades: A audited MLPerf · B third-party · C community · D vendor. How we rank · JSON