License Plate Recognition on Real-Blur-LP 1.0 (test)
89.4AccuracyOurs (Qwen3-VL + CMRM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Qwen3-VL + CMRM)Paradigm=Structure-Aware VLM, Params (M)=7000 (+LoRA), Latency (ms)=4352026.01 | 89.4 | 0.04 | |
| Qwen2.5-VL-7BParadigm=General VLM, Params (M)=7000, Latency (ms)=4202026.01 | 76.8 | 0.11 | |
| LP-Diff + CRNNParadigm=Two-Stage (Restoration + Rec), Params (M)=120.0 + 8.3, Latency (ms)=25002026.01 | 73.5 | 0.14 | |
| LPDGAN + CRNNParadigm=Two-Stage (Restoration + Rec), Params (M)=45.0 + 8.3, Latency (ms)=1102026.01 | 71.2 | 0.15 | |
| LLaVA-1.5-7BParadigm=General VLM, Params (M)=7000, Latency (ms)=4502026.01 | 70.4 | 0.16 | |
| Real-ESRGAN + CRNNParadigm=Two-Stage (Restoration + Rec), Params (M)=16.7 + 8.3, Latency (ms)=1452026.01 | 68.3 | 0.18 | |
| DeblurGAN-v2 + CRNNParadigm=Two-Stage (Restoration + Rec), Params (M)=60.9 + 8.3, Latency (ms)=952026.01 | 65.7 | 0.21 | |
| LPRNetParadigm=Traditional E2E, Params (M)=14.2, Latency (ms)=182026.01 | 45.1 | 0.35 | |
| CRNNParadigm=Traditional E2E, Params (M)=8.3, Latency (ms)=122026.01 | 42.5 | 0.38 |