Interactive Occupancy Generation on OccInteract-Agent v1.0 (test)
3.73Mean VLM ScoreOccDirector
Evaluation Results
| Method | Links | |
|---|---|---|
| OccDirectorVariant=Full, Judge VLM=gemini-3.0-pro (Main)2026.04 | 3.73 | |
| OccDirectorVariant=w/o HP, Judge VLM=gemini-3.0-pro (Main)2026.04 | 3.43 | |
| OccDirectorVariant=Full, Judge VLM=qwen3-vl-235b-a22b-instruct2026.04 | 3.24 | |
| DynamicCityConditioning=CLIP, Judge VLM=gemini-3.0-pro (Main)2026.04 | 3.09 | |
| DynamicCityConditioning=T5, Judge VLM=gemini-3.0-pro (Main)2026.04 | 2.97 | |
| OccDirectorVariant=w/o HP, Judge VLM=qwen3-vl-235b-a22b-instruct2026.04 | 2.92 | |
| OccDirectorVariant=Full, Judge VLM=gpt-5.2 (Strict)2026.04 | 2.82 | |
| DynamicCityConditioning=CLIP, Judge VLM=qwen3-vl-235b-a22b-instruct2026.04 | 2.58 | |
| OccDirectorVariant=w/o HP, Judge VLM=gpt-5.2 (Strict)2026.04 | 2.55 | |
| DynamicCityConditioning=T5, Judge VLM=qwen3-vl-235b-a22b-instruct2026.04 | 2.44 | |
| DynamicCityConditioning=CLIP, Judge VLM=gpt-5.2 (Strict)2026.04 | 2.18 | |
| DynamicCityConditioning=T5, Judge VLM=gpt-5.2 (Strict)2026.04 | 2.11 |