Point Grounding on PACO (test)

61Patch Accuracy

Qwen2.5-VL-7B Ours

Updated 26d ago

Evaluation Results

Method
Qwen2.5-VL-7B Ours 2026.06	61	47.9
Qwen2.5-VL-7B (Ours) 2026.06	61	47.9
Molmo-7B Ours 2026.06	60.3	51
Molmo-7B (Ours) 2026.06	60.3	51
Molmo-7B text pointing 2026.06	55.9	48.7
Molmo-7B text pointing 2026.06	55.9	48.7
First-Gen-MLLM Ours 2026.06	54.4	46.3
LLaVA-1.5-7B (Ours) 2026.06	54.4	46.3
GLaMM-7B 2026.06	54	45.6
Molmo-7B attention pointing 2026.06	51.7	42.8
Molmo-7B attention pointing 2026.06	51.7	42.8
Qwen2.5-VL-7B text pointing 2026.06	49.1	40.7
Qwen2.5-VL-7B text pointing 2026.06	49.1	40.7
Qwen2.5-VL-7B attention pointing 2026.06	42.4	30.9
Qwen2.5-VL-7B attention pointing 2026.06	42.4	30.9
VLPart 2026.06	41.9	38.1
VLPart 2026.06	41.9	38.1
LISA-7B 2026.06	34.5	29
First-Gen-MLLM attention pointing 2026.06	23	18.3
LLaVA-1.5-7B attention pointing 2026.06	23	18.3
First-Gen-MLLM text pointing 2026.06	8.5	6.8
LLaVA-1.5-7B text pointing 2026.06	8.5	6.8
X-Decoder 2026.06	3.1	2.5
X-Decoder 2026.06	3.1	2.5