Prediction on GEODRIVE-BENCH

75.8Performance (CN)Qwen3-VL-8B

Evaluation Results

Method
Qwen3-VL-8B2026.06	75.8	80.6	70.2	84.3	77.5	81.2
DRIVEOPD†2026.06	74.7	72.6	59	74.8	65.1	72.7
Gemma3-12B2026.06	73.1	73.7	55.3	83.3	70.4	77.8
DRIVEOPD‡2026.06	72	80.1	62.7	85.7	71	77.8
DRIVEOPD‡2026.06	71.5	81.2	68.3	78.6	68	76.1
Qwen3-VL-8B2026.06	71	62.9	69.6	49	72.2	78.4
InternVL3-8B2026.06	71	80.6	58.4	86.7	79.9	75
DRIVEOPD‡2026.06	71	78.1	66.7	59	56.7	71
Qwen2.5-VL-7B2026.06	70.4	72	64	80	68.6	64.8
DRIVEOPD†2026.06	70.4	74.7	59	77.6	63.3	66.5
InternVL3.5-8B2026.06	69.9	66.7	68.9	43.3	70.4	75
InternVL3.5-8B2026.06	69.9	74.7	65.8	84.8	71.6	76.1
DRIVEOPD‡2026.06	69.9	78	67.1	81.4	60.9	83
DRIVEOPD‡2026.06	69.5	73.8	63.8	50.5	52.9	70.5
Llama-3.2-11B-V2026.06	67.7	73.7	62.1	80	61.5	67
InternVL3-8B2026.06	67.2	73.7	64	62.9	70.4	80.1
DRIVEOPD†2026.06	67.2	69.4	59	72.9	63.3	60.8
Qwen3-VL-8B2026.06	67.1	70	65.7	52.9	51.9	68.6
LLaVA-1.6-7B2026.06	65.6	74.2	60.2	81	67.5	59.1
DRIVEOPD‡2026.06	64.8	68.6	65.2	48.6	51.9	61.9
InternVL3-8B2026.06	63.8	63.3	62.4	50.5	58.6	68.6
Qwen2.5-VL-7B2026.06	62.9	66.7	54	45.2	56.2	67.6
Gemma3-12B2026.06	62.4	62.4	65.2	46.7	52.4	56.7
InternVL3.5-8B2026.06	60	75.2	67.1	51.9	49.5	67.6
Gemma3-12B2026.06	59.7	60.2	54	41.4	55.6	73.3
InternVL3-8B2026.06	59.7	69.4	61.5	46.2	70.4	75.6
DRIVEOPD†2026.06	56.7	69	55.7	43.3	57.1	62.4
Qwen2.5-VL-7B2026.06	56.2	59.5	49.5	41.9	51	58.6
LLaVA-1.6-7B2026.06	55.9	63.4	50.9	31.4	60.9	64.2
Gemma3-12B2026.06	55.9	61.8	55.3	32.9	61.5	64.8
Llama-3.2-11B-V2026.06	55.4	55.4	55.3	33.3	55.6	58.5
Qwen3-VL-8B2026.06	54.8	53.8	56.5	40	65.7	69.9
DRIVEOPD†2026.06	54.3	67.6	54.8	28.1	51	60.5
Qwen2.5-VL-7B2026.06	53.8	56.5	57.8	33.8	60.4	59.7
InternVL3.5-8B2026.06	53.8	53.8	64.6	32.4	56.8	67.6
Gemma3-12B2026.06	51.9	67.6	51	37.6	39.5	43.8
DRIVEOPD†2026.06	51.4	62.4	52.4	33.8	44.3	60
InternVL3-8B2026.06	50	45.2	39	34.8	36.2	46.7
InternVL3-8B2026.06	48.6	39	33.8	27.1	33.3	43.3
Qwen2.5-VL-7B2026.06	44.8	35.2	29	21.9	33.3	43.8
Gemma3-12B2026.06	44.8	60	56.7	27.6	34.8	51
Qwen3-VL-8B2026.06	44.3	56.2	30.5	30	31	46.7
LLaVA-1.6-7B2026.06	44.1	50	42.2	21.4	52.7	57.4
LLaVA-1.6-7B2026.06	43.3	59.5	43.3	49	38.6	46.7
Llama-3.2-11B-V2026.06	43.3	52.9	48.6	34.3	44.8	50
Qwen3-VL-8B2026.06	42.9	34.8	29	31.9	29	34.3
InternVL3.5-8B2026.06	42.4	52.9	41.4	28.1	23.3	46.7
Qwen2.5-VL-7B2026.06	40.5	47.1	30	26.7	30.5	48.1
InternVL3.5-8B2026.06	36.2	51	43.8	31.9	23.8	37.6
Llama-3.2-11B-V2026.06	34.4	55.9	36.6	32.9	59.2	56.8
Llama-3.2-11B-V2026.06	32.9	39	34.8	26.2	30	41
Llama-3.2-11B-V2026.06	29	37.6	40	32.4	23.3	38.1
LLaVA-1.6-7B2026.06	28.6	37.1	27.1	28.6	16.2	37.6
LLaVA-1.6-7B2026.06	22.4	34.3	27.6	28.6	24.8	35.7