IDEAL

IDEAL-Bench: Indoor Dataset for Evaluating Analysis by 3D Layout Reasoning IDEAL-Bench is an evaluation suite that requires VLMs to predict structured 3D layouts on photorealistic indoor scenes across 10 room types, scored along five numerical dimensions (scene validity, physical plausibility, geometric accuracy, object recognition, and grid layout) and a perceptual render-and-compare protocol. Built on IDEAL-Scenes – 1,000 procedurally generated, re-renderable Blender scenes… See the full description on the dataset page:

Source: Hugging Face Hub (IDEAL-Benchmark/IDEAL-Scenes). Metadata imported from the dataset’s Hub tags.