Pest Classification on AgriInsect (test)
91.24Beetle AccuracyGemini-2.5-Flash
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-2.5-FlashAccess=Proprietary2026.05 | 91.24 | 77.08 | 84.94 | 93.02 | 70.91 | 50 | 87.14 | 61.11 | 60 | 82.05 | |
| GPT-5Access=Proprietary2026.05 | 87.42 | 84 | 83.59 | 100 | 81.03 | 64.71 | 85.62 | 44.44 | 54.55 | 83.24 | |
| Pest-Thinker-7BParameters=7B2026.05 | 84.77 | 66 | 86.33 | 95.74 | 81.9 | 70.59 | 87.58 | 88.89 | 54.55 | 82.77 | |
| GPT-5-miniAccess=Proprietary2026.05 | 82.12 | 72 | 69.92 | 85.11 | 68.97 | 47.06 | 78.43 | 50 | 54.55 | 73.34 | |
| Pest-Thinker-SFT-7BParameters=7B, Stage=SFT2026.05 | 76.75 | 60 | 70.31 | 76.77 | 79.31 | 69.31 | 74.12 | 78.89 | 45.45 | 73 | |
| Pest-Thinker-3BParameters=3B2026.05 | 69.54 | 62 | 77.73 | 85.11 | 77.59 | 58.82 | 79.74 | 55.56 | 61.11 | 73.92 | |
| Qwen3VL-30B-ThinkingParameters=30B, Variant=Reasoning/Thinking2026.05 | 67.67 | 53.49 | 61.44 | 74.42 | 51.38 | 23.08 | 70.83 | 57.14 | 85.71 | 61.97 | |
| Qwen2.5VL-72B-InstructParameters=72B, Variant=Instruct2026.05 | 64.67 | 44.68 | 56.47 | 82.98 | 50.86 | 41.18 | 64.43 | 55.56 | 54.55 | 59.06 | |
| Qwen2.5VL-32B-InstructParameters=32B, Variant=Instruct2026.05 | 60.93 | 54 | 46.88 | 72.34 | 38.79 | 41.18 | 66.01 | 50 | 27.27 | 52.62 | |
| Pest-Thinker-SFT-3BParameters=3B, Stage=SFT2026.05 | 60.26 | 62 | 66.8 | 77.23 | 61.21 | 41.18 | 67.97 | 55.56 | 18.18 | 64.14 | |
| Qwen3VL-8B-ThinkingParameters=8B, Variant=Reasoning/Thinking2026.05 | 59.59 | 47.62 | 46.09 | 60.87 | 43.64 | 35.29 | 55.32 | 47.06 | 55.56 | 50.51 | |
| VisionThink-Efficient-7BParameters=7B, Variant=Efficient2026.05 | 58.94 | 44 | 50.78 | 68.09 | 49.14 | 17.65 | 64.05 | 55.56 | 27.27 | 53.78 | |
| VisionThink-General-7BParameters=7B, Variant=General2026.05 | 58.28 | 40 | 50.78 | 74.47 | 52.59 | 35.29 | 64.71 | 44.44 | 36.36 | 54.6 | |
| Vision-SR1-7BParameters=7B2026.05 | 56.29 | 46 | 48.05 | 68.09 | 48.28 | 41.18 | 59.48 | 55.56 | 36.36 | 51.92 | |
| Qwen3VL-30B-InstructParameters=30B, Variant=Instruct2026.05 | 56.08 | 68 | 53.54 | 85.11 | 49.14 | 35.29 | 64.24 | 55.56 | 45.45 | 56.81 | |
| Vision-G1-7BParameters=7B2026.05 | 54.97 | 38 | 50.78 | 68.09 | 53.45 | 29.41 | 60.13 | 44.44 | 36.36 | 52.74 | |
| Qwen2.5VL-7B-InstructParameters=7B, Variant=Instruct2026.05 | 51.66 | 34 | 51.95 | 57.45 | 43.97 | 17.65 | 55.56 | 33.33 | 54.55 | 49.48 | |
| Qwen3VL-8B-InstructParameters=8B, Variant=Instruct2026.05 | 51.35 | 42.55 | 40.71 | 77.78 | 39.13 | 17.65 | 44.22 | 50 | 33.33 | 44.68 | |
| Qwen2.5-VL-3B-InstructParameters=3B, Variant=Instruct2026.05 | 45.7 | 32 | 39.84 | 63.83 | 40.52 | 11.76 | 43.79 | 38.89 | 18.18 | 42.14 | |
| InternVL3-8BParameters=8B, Variant=Vanilla2026.05 | 41.06 | 48 | 39.84 | 51.06 | 50 | 11.76 | 46.41 | 22.22 | 27.27 | 42.03 | |
| InternVL3.5-8BParameters=8B, Variant=Vanilla2026.05 | 37.75 | 30 | 37.5 | 42.55 | 32.76 | 35.29 | 35.95 | 11.11 | 18.18 | 35.51 |