Grounded Task Planning on GroundedPlanBench Implicit Instructions Medium Horizon
31.7TSRGemini-3-Flash
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gemini-3-FlashVLM Category=Proprietary VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 31.7 | 57.8 | |
| Qwen3-VL-32B + V2GPVLM Category=Open-Source VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 14.8 | 39 | |
| Qwen3-VL-4B + V2GPVLM Category=Open-Source VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 13.1 | 35.3 | |
| Qwen3-VL-32BVLM Category=Open-Source VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 12 | 37.7 | |
| GPT 5.2 + ER1VLM Category=Proprietary VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 10.4 | 42.4 | |
| GPT 5.2 + SAM3 + ER1VLM Category=Proprietary VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 8.7 | 36.2 | |
| Qwen3-VL-32B + ER1VLM Category=Open-Source VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 7.1 | 36.3 | |
| Gemini-2.5-FlashVLM Category=Proprietary VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 6 | 20.6 | |
| Qwen3-VL-32B + SAM3 + ER1VLM Category=Open-Source VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 6 | 31.6 | |
| Qwen3-VL-4BVLM Category=Open-Source VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 6 | 27.4 | |
| Qwen3-VL-4B + ER1VLM Category=Open-Source VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 4.4 | 26.4 | |
| Qwen3-VL-4B + SAM3 + ER1VLM Category=Open-Source VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 2.2 | 23.7 | |
| Qwen3-VL-4B + SoMVLM Category=Open-Source VLMs, Planning Approach=Decoupled Task Planning + Spatial Grounding2026.03 | 0.5 | 9.9 | |
| GPT 5.2VLM Category=Proprietary VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 0 | 3 | |
| InternVL3.5-8BVLM Category=Open-Source VLMs, Planning Approach=End-to-End Spatially Grounded Planning2026.03 | 0 | 0.3 |