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Merge v2 into main: updated collision/physics/compatibility QA + new README

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README.md CHANGED
@@ -7,16 +7,70 @@ task_categories:
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  tags:
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  - vision
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  - benchmark
 
 
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  configs:
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  - config_name: collision
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  data_files: "collision/*"
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- - config_name: physics
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- data_files: "physics/*"
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  - config_name: compatibility
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  data_files: "compatibility/*"
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  - config_name: occlusion
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  data_files: "occlusion/*"
 
 
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  ---
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- # CausalSpatial: A Comprehensive Benchmark for Object-Centric Causal Spatial Reasoning
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  tags:
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  - vision
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  - benchmark
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+ - spatial-reasoning
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+ - causal-reasoning
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  configs:
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  - config_name: collision
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  data_files: "collision/*"
 
 
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  - config_name: compatibility
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  data_files: "compatibility/*"
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  - config_name: occlusion
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  data_files: "occlusion/*"
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+ - config_name: physics
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+ data_files: "physics/*"
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  ---
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+ # CausalSpatial
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+
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+ **CausalSpatial** is a visual question answering benchmark for evaluating object-centric causal spatial reasoning in vision-language models. Each question presents a 3D-rendered scene and asks the model to reason about physical outcomes — not just what is visible, but what *would happen* given a specific action or trajectory.
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+
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+ ## Dataset Structure
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+
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+ Each subset shares the same schema:
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+
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+ | Field | Type | Description |
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+ |---|---|---|
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+ | `id` | string | Unique sample identifier |
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+ | `question` | string | Multiple-choice question |
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+ | `answer` | string | Correct option label (e.g. `A`, `B`) |
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+ | `image` | image | Rendered scene image |
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+ | `not_sure` | string | Option label corresponding to "Not sure" |
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+
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+ ## Subsets
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+
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+ ### `collision` — 413 samples
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+ A toy car is placed on a floor with objects nearby. The model must judge whether the car will collide with something if it moves forward, and if so, which object to remove to prevent the collision.
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+
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+ > *Note: Floor strip spacing encodes depth perspective.*
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+
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+ ### `compatibility` — 99 samples
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+ An object is suspended above a container. The model must judge whether the object can fit into the container if it falls freely.
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+
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+ > *Note: The falling object is positioned directly above the container.*
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+
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+ ### `occlusion` — 189 samples
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+ A car is parked in front of a cabinet. The model must judge whether an item inside the cabinet can be retrieved without being blocked, depending on the car's direction of movement.
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+
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+ ### `physics` — 311 samples
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+ Ball trajectory prediction across three sports scenarios:
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+ - **Soccer**: Will the ball enter the goal along the shown trajectory?
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+ - **Basketball**: Will the ball go through the basket along the shown arc?
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+ - **Billiard**: Will a ball reach a pocket given the cue ball's direction?
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load a specific subset
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+ ds = load_dataset("Mwxinnn/CausalSpatial", name="collision")
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+ ds = load_dataset("Mwxinnn/CausalSpatial", name="physics")
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+ ds = load_dataset("Mwxinnn/CausalSpatial", name="compatibility")
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+ ds = load_dataset("Mwxinnn/CausalSpatial", name="occlusion")
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+
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+ print(ds["train"][0])
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+ ```
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+
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+ ## License
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+ MIT
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