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ResearchFormerly WizWand

Pest Classification on QFSD (test)

85.44Beetle AccuracyGPT-5

Evaluation results

Method	Links
GPT-52026.05		85.44	92.59	89.32	96.67	62.5	54.55	87.29	64.71	87.5	83.28
Gemini-2.5-Flash2026.05		83.95	84.21	87.82	96.15	78.08	70	89.16	75	40	84.94
Pest-Thinker2026.05		81.26	92.59	86.12	96.67	87.75	90.91	84.37	84.12	87.5	84.32
GPT-5-mini2026.05		78.64	74.07	73.79	90	51.04	36.36	83.05	47.06	50	72.56
Pest-Thinker2026.05		76.55	82.59	88.83	80	73.33	81.82	78.14	52.94	62.5	75.96
Pest-Thinker-SFT2026.05		72.52	74.07	77.86	83.33	78.54	74.62	77.29	41.18	75	75.33
Qwen2.5VL-Instruct2026.05		71.84	51.85	60.68	73.33	51.04	54.55	66.95	52.94	62.5	62.46
Pest-Thinker-SFT2026.05		71.84	62.96	65.73	80	65.62	72.73	66.27	47.06	62.5	63.71
Qwen3VL-Thinking2026.05		61.62	37.5	51.87	5	41.94	63.64	63.21	46.15	42.86	54.91
Qwen3VL-Thinking2026.05		61.29	56	63.21	77.78	57.14	22.22	73.45	71.43	25	63.39
VisionThink-Efficient2026.05		57.28	37.04	57.28	76.67	46.88	54.55	65.25	41.18	12.5	56.31
VisionThink-General2026.05		55.34	51.85	55.83	83.33	44.79	54.55	66.95	47.06	0	56.15
Vision-G12026.05		55.34	48.15	54.85	80	47.92	45.45	59.32	52.94	0	54.42
Qwen2.5VL-Instruct2026.05		54.37	48.15	43.69	86.67	50	54.55	62.71	70.59	25	52.68
Qwen3VL-Instruct2026.05		54	65.38	51.96	80	45.74	18.18	70.34	76.47	75	57.03
Qwen2.5VL-Instruct2026.05		48.54	25.93	48.54	76.67	44.79	27.27	59.32	29.41	0	49.21
Vision-SR12026.05		47.57	29.63	47.57	66.67	44.79	27.27	42.37	47.06	12.5	46.06
Qwen3VL-Instruct2026.05		47.52	43.48	34.95	70.37	46.81	27.27	55.26	40	62.5	44.89
Qwen2.5VL-Instruct2026.05		45.63	25.93	35.44	76.67	45.83	9.09	56.78	41.18	25	43.85
InternVL32026.05		42.72	48.15	40.78	53.33	46.88	0	49.15	29.41	0	42.74
InternVL3.52026.05		36.89	25.93	39.32	40	36.36	54.55	39.83	52.94	25	38.96