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CELLO

This is the official project website for the paper CELLO: Causal Evaluation of Large Vision-Language Models.

Causality in Vision-Language Context

Pipeline

Dataset

Link

CELLO Dataset

Comparison

Data Format

{
	"img_id": 2362590,
	"question": "If the beach were to suddenly erode, would the women still be able to ride the horses securely?",
	"graph_type": "confounding",
	"task_type": "sufficient_cause",
	"graph": {
		"nodes": [
			[3749557, {
				"obj_name": "beach",
				"obj_synsets": ["beach.n.01"],
				"boxes": [4, 194, 493, 174],
				"position": "right_down"
			}],
			[2037998, {
				"obj_name": "horse",
				"obj_synsets": ["horse.n.01"],
				"boxes": [
					[101, 170, 107, 110]
				],
				"position": "left_down"
			}],
			[1946903, {
				"obj_name": "women",
				"obj_synsets": ["woman.n.01"],
				"boxes": [
					[290, 126, 70, 113]
				],
				"position": "right_upper"
			}]
		],
		"edges": [
			[3749557, 2037998, {
				"relation": "ON"
			}],
			[3749557, 1946903, {
				"relation": "ON"
			}],
			[2037998, 1946903, {
				"relation": "riding"
			}]
		]
	},
	"objs": [3749557, 2037998, 1946903],
	"options": ["Yes", "No"],
	"answer_index": 1,
	"data_id": 5
}

Statistics

Citation

Please cite our paper if this repository inspires your work.

@article{chen2024cello,
  title={CELLO: Causal Evaluation of Large Vision-Language Models},
  author={Chen, Meiqi and Peng, Bo and Zhang, Yan and Lu, Chaochao},
  journal={arXiv preprint arXiv:2406.19131},
  year={2024}
}

Contact

cello's People

Contributors

chenmeiqii avatar

Stargazers

 avatar  avatar  avatar yushu-sjtu avatar Yi Lu avatar Guilherme Euzébio avatar Sanjeev Penupala avatar Yoon, Seungje avatar 唐国梁Tommy avatar Wenhao Ding avatar  avatar

Watchers

Chaochao Lu avatar

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