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ResearchFormerly WizWand

Visual Counting on VIEW2SPACE v1

0.58MAEOurs (Grounded CoT)
0.14843.06175.9758.8883Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Ours (Grounded CoT)Category=Fine-tuned, Backbone=Qwen3VL-4B2026.030.5854.99
Ours (CoT)Category=Fine-tuned, Backbone=Qwen3VL-4B2026.030.6851.43
Ours (Instruct-tuning)Category=Fine-tuned, Backbone=Qwen3VL-4B2026.030.7150.08
GPT-5-miniCategory=Closed-source MLLMs2026.031.238.71
GPT-5.2Category=Closed-source MLLMs2026.031.2836.5
GPT-5Category=Closed-source MLLMs2026.031.3138.1
GPT-4oCategory=Closed-source MLLMs2026.031.5129.03
GPT-5-nanoCategory=Closed-source MLLMs2026.031.7324.28
Internvl2.5-8BCategory=Open-source MLLMs2026.032.0422.5
Gemma-3-12B-itCategory=Open-source MLLMs2026.032.0824.53
Qwen3-VL-8BCategory=Open-source MLLMs2026.032.124.92
Spatial-MLLMCategory=Open-source Spatial Models2026.032.19.98
DeepSeek-VL2-SmallCategory=Open-source MLLMs2026.032.224.37
Molmo2-4BCategory=Open-source Spatial Models2026.032.2122.17
RoBobrain2.0Category=Open-source Spatial Models2026.032.2221.49
Qwen3-VL-4BCategory=Open-source MLLMs2026.032.2621.15
Random (frequency)Category=Baseline2026.032.4613.05
OpenviewCategory=Open-source Spatial Models2026.032.5719.8
Qwen3-VL-2BCategory=Open-source MLLMs2026.032.6316.34
Qwen2.5-VL-7BCategory=Open-source MLLMs2026.032.713.03
Mantis-8B (SigLip)Category=Open-source MLLMs2026.032.9417.6
Idefics2-8BCategory=Open-source MLLMs2026.033.9211.34
MINDCUBE-AugCategory=Open-source Spatial Models2026.034.5218.1
MINDCUBE-PlainCategory=Open-source Spatial Models2026.034.7719.12
Molmo2-8BCategory=Open-source Spatial Models2026.035.9321.66
Ours (Grounded CoT, Direct Answer at Test)Category=Fine-tuned, Backbone=Qwen3VL-4B2026.0310.7529.1
Random (chance)Category=Baseline2026.0311.373.39