Find edge AI hardware
Task tiny image classification · model-size class mid-size CNN · batch 1 · 19 platforms
Not like-for-like across groups: same model-size class and batch, but 6 different model/precision combinations. Compare within a group; each group is sorted by result.
ResNet-8 (MLPerf Tiny IC) · PTQ (2)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| Next Generation Snapdragon Mobile Platform MTP | 10437 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) PTQ · Qualcomm AI Stack | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| Snapdragon 8 Gen 3 Mobile HDK (Snapdragon 8 Gen 3 Mobile Platform) | 6722 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) PTQ · Qualcomm AI Stack | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
ResNet-8 (MLPerf Tiny IC) · Uniform symmetric quantization (3)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| K1_BOARD_V1.0_HIGH_FREQ (K1 Octa-Core RISC-V) | 1023 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) Uniform symmetric quantization · | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| K1_BOARD_V1.0 (K1 Octa-Core RISC-V) | 438 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) Uniform symmetric quantization · | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| LC236R5E176_BOARD_V2.0 (Octopus B1) | 9.26 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) Uniform symmetric quantization · | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
ResNet-8 (MLPerf Tiny IC) · Uniform scaling from pre-trained weights (1)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| NDP9120 (N/A) | 195 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) Uniform scaling from pre-trained weights · N/A | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
ResNet-8 (MLPerf Tiny IC) · INT8 (7)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| EK-RA8D1 (R7FA8D1AHECBD) | 118 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| NUCLEO-H7A3ZI-Q (STM32H7A3ZIT6Q) | 24.48 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · X-CUBE-AI v9.0.0 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| NUCLEO-U3C5ZIT6-Q | 19.97 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · STEDGE-AI Internal version | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| NUCLEO-U575ZI-Q (STM32U575ZIT6Q) | 9.13 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · X-CUBE-AI v10.2 | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| NUCLEO-L4R5ZI (STM32L4R5ZIT6U) | 6.06 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · X-CUBE-AI v9.0 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| NUCLEO-L4R5ZI-P (STM32L4R5ZIT6P) | 6.04 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · X-CUBE-AI v10.2 | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
| NUCLEO-U385RG-Q (STM32U385RGT6Q) | 5.48 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) INT8 · X-CUBE-AI v10.2 | A 2025-09-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.3 (closed) |
ResNet-8 (MLPerf Tiny IC) · ONNC calibrator with PTQ (1)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| ASUS Tinker V (Renesas RZ/Five) | 29.97 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) ONNC calibrator with PTQ · ONNC | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
ResNet-8 (MLPerf Tiny IC) · not stated (5)
| Platform | Result | Model · precision · stack | Grade · date | Power | Price | Source |
|---|---|---|---|---|---|---|
| NUCLEO-H7A3ZI (STM32H7A3ZIT6Q) | 21.81 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) not stated · Bosch Hardware-Aware Lowering Engine (HALE) version 1.0.175 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| DISCO-F746NG (STM32F746NG) | 15.99 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) not stated · Bosch Hardware-Aware Lowering Engine (HALE) version 1.0.175 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| CY8CPROTO-062-4343W (PSoC 62 MCU) | 6.17 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) not stated · Bosch Hardware-Aware Lowering Engine (HALE) version 1.0.175 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| Renesas RH850/F1KM-S4 R7F701649 | 4.50 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) not stated · Bosch Hardware-Aware Lowering Engine (HALE) version 1.0.175 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
| NUCLEO-G0B1RE (STM32G0B1RE) | 0.657 inferences/s throughput b=1 | ResNet-8 (MLPerf Tiny IC) not stated · Bosch Hardware-Aware Lowering Engine (HALE) version 1.0.175 | A 2024-04-17 (published) | unknown no power published | unknown | MLPerf Tiny v1.2 (closed) |
Confidence: A audited MLPerf closed, B documented third-party, C community, D vendor-published, E estimate. Unknown is never assumed. Other like-for-like groups: mid-size CNN, batch 1 (19)