Visual Perception and Reasoning on BLINK
85.69AccuracyOurs-8B
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours-8BParameters=8B2026.06 | 85.69 | |
| Qwen3-VL-8BParameters=8B2026.06 | 84.08 | |
| RoboBrain2.0-7BParameters=7B2026.06 | 83.95 | |
| CGC-8BBase MLLM=Qwen3-VL2026.04 | 70.02 | |
| Qwen3-VL-8B2026.04 | 68.33 | |
| Embodied-R1-7BParameters=7B2026.06 | 66.73 | |
| InternVLA-M1Parameters=M12026.06 | 65.65 | |
| GPT-4o2026.02 | 63 | |
| InternVL3-8BParameters=8B2026.06 | 61.36 | |
| MiCo-7BBase MLLM=Qwen2.5-VL2026.04 | 57.23 | |
| HyLaR-7BModel Type=Visual-Latent Model, Number of Parameters=7B2026.04 | 57.14 | |
| LaserModel Type=Visual-Latent Model2026.04 | 56.92 | |
| SKILA2026.02 | 56.7 | |
| LIVR2026.02 | 56.3 | |
| CGC-7BBase MLLM=Qwen2.5-VL2026.04 | 56.23 | |
| ThymeModel Type=Thinking-with-Images Agent Model2026.04 | 56.1 | |
| NoisyRollout-7BBase MLLM=Qwen2.5-VL2026.04 | 56.07 | |
| CoVT2026.02 | 56 | |
| CrystaLBase Model=Qwen2.5-VL-7B2026.02 | 55.9 | |
| InternVL3-8B2026.04 | 55.81 | |
| ThinkLite-VL-7BBase MLLM=Qwen2.5-VL2026.04 | 55.81 | |
| Qwen2.5-VL-7BParameters=7B2026.02 | 55.7 | |
| ZoomEyeModel Type=Thinking-with-Images Agent Model2026.04 | 55.55 | |
| Qwen2.5-VL-7B2026.04 | 55.54 | |
| InternVL3.5-8BModel Type=Open-Source Model, Number of Parameters=8B2026.04 | 54.81 | |
| VLAA-Thinker-7BBase MLLM=Qwen2.5-VL2026.04 | 54.81 | |
| HyLaR-SFTModel Type=Visual-Latent Model, Training Protocol=SFT2026.04 | 54.5 | |
| Perceval#Param=7B2026.04 | 54.49 | |
| MM-Eureka-7BBase MLLM=Qwen2.5-VL2026.04 | 54.39 | |
| Qwen2.5-VL-7BModel Type=Open-Source Model, Number of Parameters=7B2026.04 | 53.6 | |
| LVRModel Type=Visual-Latent Model2026.04 | 53.6 | |
| Qwen2.5-VL + GRPO#Param=7B2026.04 | 53.55 | |
| LVR2026.02 | 52.5 | |
| Qwen2-VL-7B2026.04 | 52.4 | |
| Migician-7BBase MLLM=Qwen2-VL2026.04 | 51.53 | |
| OpenVLThinker#Param=7B2026.04 | 51.36 | |
| Pixel-Reasoner#Param=7B, Tool Capability=true2026.04 | 51.1 | |
| DeepEyesModel Type=Thinking-with-Images Agent Model2026.04 | 51.08 | |
| Vision-R12026.02 | 51 | |
| DeepEyes#Param=7B, Tool Capability=true2026.04 | 50.98 | |
| MonetModel Type=Visual-Latent Model2026.04 | 50.71 | |
| MM-Eureka#Param=7B2026.04 | 50.23 | |
| VL-Rethinker#Param=7B2026.04 | 49.91 | |
| Vision-R1#Param=7B2026.04 | 49.72 | |
| VLAA-Thinker#Param=7B2026.04 | 49.38 | |
| LLaVA-OneVisionModel Type=Open-Source Model2026.04 | 49.34 | |
| Qwen2.5-VL + GRPO#Param=3B2026.04 | 49.13 | |
| IC-VCOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 49.01 | |
| IC-VCOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 48.92 | |
| Perceval#Param=3B2026.04 | 48.75 | |
| Qwen2.5-VL#Param=7B2026.04 | 48.56 | |
| S-VCOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 48.31 | |
| mDPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 47.99 | |
| SymMPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 47.89 | |
| DPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 47.75 | |
| S-VCOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 47.41 | |
| mDPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 47.25 | |
| DPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 47.2 | |
| R1-VL#Param=7B2026.04 | 47.19 | |
| V-DPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 47.09 | |
| Qwen2.5-VL#Param=3B2026.04 | 46.94 | |
| SymMPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Synthetic2026.05 | 46.83 | |
| V-DPOBackbone=LLaVA-OneVision-Qwen2-7B, Contrastive Sample Source=Contrastive Sample Editing2026.05 | 46.63 | |
| LMM-R1#Param=3B2026.04 | 46.6 | |
| Perception-R1#Param=3B2026.04 | 46.44 | |
| VLM-R1#Param=3B2026.04 | 46.25 | |
| Jigsaw-R1#Param=3B2026.04 | 45.01 | |
| LLaVA-OneVision-Qwen2-7BBackbone=LLaVA-OneVision-Qwen2-7B2026.05 | 44.82 | |
| R1-VL#Param=2B2026.04 | 42.81 | |
| Claude-4-Sonnet2026.02 | 39.6 |