Text Detection on in-house benchmark
86.2AVG HmeanPP-OCRv6_medium
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PP-OCRv6_mediumVariant=medium2026.06 | 86.2 | 83.7 | 84 | 95.1 | 93.7 | 86.3 | 80.2 | 84.3 | 94.1 | 99.6 | 88.6 | 74 | 69 | 96.8 | 93.8 | 73.3 | 82.8 | |
| PP-OCRv6_smallVariant=small2026.06 | 84.1 | 80.5 | 87.1 | 94.2 | 93.6 | 85.7 | 72.6 | 82.3 | 92.6 | 99.7 | 87.6 | 69.6 | 65.3 | 95.6 | 93.7 | 67.6 | 78.2 | |
| PP-OCRv5_serverVariant=server2026.06 | 81.6 | 80.3 | 84.1 | 94.5 | 91.7 | 81.5 | 67.6 | 77.2 | 90.1 | 96.2 | 87.6 | 67.1 | 67.3 | 97.1 | 80 | 64.3 | 79.7 | |
| PP-OCRv6_tinyVariant=tiny2026.06 | 80.6 | 79.4 | 85.9 | 93.1 | 92.3 | 83.7 | 63 | 76.6 | 89.3 | 99.8 | 86.1 | 59 | 60.1 | 94.7 | 91 | 62 | 73.8 | |
| PP-OCRv5_mobileVariant=mobile2026.06 | 75.2 | 74.4 | 77.7 | 90.5 | 91 | 82.3 | 58.1 | 72.7 | 87.4 | 93.6 | 82.7 | 57.5 | 52.5 | 92.8 | 64.7 | 52.8 | 72.1 | |
| Gemini-3.1-ProType=Vision-Language Model2026.06 | 46.8 | 53.4 | 56.5 | 47.3 | 47.6 | 39 | 45.8 | 38.2 | 50 | 68.1 | 44.6 | 40.6 | 65.2 | 26.9 | 22.1 | 52.5 | 50.2 | |
| GPT-5.5Type=Vision-Language Model2026.06 | 45.6 | 42.4 | 58.5 | 50.2 | 51.9 | 35 | 26.7 | 42 | 49.1 | 97.5 | 37.7 | 36.3 | 52 | 71 | 10 | 36.2 | 32.6 | |
| Qwen3-VL-235BType=Vision-Language Model2026.06 | 38.3 | 56.5 | 66 | 41.7 | 37 | 19.3 | 13.1 | 27 | 38.5 | 81.2 | 28.5 | 33 | 68.3 | 19.6 | 2.1 | 48.4 | 32.3 | |
| Kimi-K2.6Type=Vision-Language Model2026.06 | 12.8 | 12.5 | 25.5 | 10.1 | 18.5 | 8.2 | 7.5 | 11.2 | 16.9 | 28.9 | 13.9 | 6.8 | 16.1 | 10.9 | 0.8 | 6.3 | 10.9 | |
| MiniMax-M3Type=Vision-Language Model2026.06 | 12 | 13.7 | 19.3 | 9.8 | 14.1 | 7.7 | 11.1 | 10.6 | 16.1 | 32.8 | 12.8 | 8.5 | 16.6 | 5.5 | 0.1 | 6.4 | 6.4 |