Awesome Causality in Computer Vision

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Title	Venue	Type	Code
Transporting Causal Mechanisms for Unsupervised Domain Adaptation	ICCV	`O`	PyTorch(Author)
Causal Attention for Unbiased Visual Recognition	ICCV	`IT`	PyTorch(Author)
Learning Causal Representation for Training Cross-Domain Pose Estimator via Generative Interventions	ICCV	`IT/CR`	-
Human Trajectory Prediction via Counterfactual Analysis	ICCV	`CF`	PyTorch(Author)
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-Identification	ICCV	`CF`	PyTorch(Author)
Counterfactual VQA: A Cause-Effect Look at Language Bias	CVPR	`CF`	PyTorch(Author)
Counterfactual Zero-Shot and Open-Set Visual Recognition	CVPR	`CF`	PyTorch(Author)
Distilling Causal Effect of Data in Class-Incremental Learning	CVPR	`CF`	PyTorch(Author)
Causal Attention for Vision-Language Tasks	CVPR	`IT`	PyTorch(Author)
The Blessings of Unlabeled Background in Untrimmed Videos	CVPR	`CF`	-
Affect2MM: Affective Analysis of Multimedia Content Using Emotion Causality	CVPR	`O`	PyTorch(Author)
CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models	CVPR	`CR`	-
Generative Interventions for Causal Learning	CVPR	`CR`	PyTorch(Author)
ACRE: Abstract Causal REasoning Beyond Covariation	CVPR	`O`	PyTorch(Author)
Towards Robust Classification Model by Counterfactual and Invariant Data Generation	CVPR	`CF`	PyTorch(Author)
Interventional Video Grounding With Dual Contrastive Learning	CVPR	`IT`	-
Representation Learning via Invariant Causal Mechanisms	ICLR	`CR`	-
Counterfactual Generative Networks	ICLR	`CF`	PyTorch(Author)

Title	Venue	Type	Code
Counterfactual Contrastive Learning for Weakly-Supervised Vision-Language Grounding	NeurIPS	`CF`	-
A causal view of compositional zero-shot recognition	NeurIPS	`IT`	-
Counterfactual Vision-and-Language Navigation: Unravelling the Unseen	NeurIPS	`CF`	-
Causal Intervention for Weakly-Supervised Semantic Segmentation	NeurIPS	`IT`	PyTorch(Author)
Interventional Few-Shot Learning	NeurIPS	`IT`	PyTorch(Author)
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect	NeurIPS	`CF`	PyTorch(Author)
Traffic Accident Benchmark for Causality Recognition	ECCV	`O`	PyTorch(Author)
Towards causal benchmarking of bias in face analysis algorithms	ECCV	`O`	PyTorch(Author)
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision	ECCV	`CF`	-
Counterfactual Vision-and-Language Navigation via Adversarial Path Sampling	ECCV	`CF`	-
Visual Commonsense R-CNN	CVPR	`CR/IT`	PyTorch(Author)
Unbiased scene graph generation from biased training	CVPR	`CF`	PyTorch(Author)
Two causal principles for improving visual dialog	CVPR	`IT`	PyTorch(Author)
Counterfactual samples synthesizing for robust visual question answering	CVPR	`CF`	PyTorch(Author)
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing	CVPR	`CF`	PyTorch(Author)
Counterfactuals uncover the modular structure of deep generative models	ICLR	`CF`	-
Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning	ICLR	`CF`	-

Title	Venue	Type	Code
Counterfactual Visual Explanations	ICML2019	`CF`	-
CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training	ICLR2018	`O`	PyTorch(Author)
Discovering causal signals in images	CVPR2017	`O`	TensorFlow(3rd)

Title	Venue	Type	Code
Learning Causal Semantic Representation for Out-of-Distribution Prediction	Arxiv	`CR`	-
ECINN: Efficient Counterfactuals from Invertible Neural Networks	Arxiv	`CF`	-
A Structural Causal Model for MR Images of Multiple Sclerosis	Arxiv	`CF`	-
Counterfactual Variable Control for Robust and Interpretable Question Answering	Arxiv	`CF`	PyTorch(Author)
Deconfounded Image Captioning: A Causal Retrospect	Arxiv	`IT`	-
Latent Causal Invariant Model	Arxiv	`O`	-

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