Awesome Causality in Computer Vision

A curated list of causality in computer vision. Inspired by awesome-deep-vision, awesome-adversarial-machine-learning, awesome-deep-learning-papers and Awesome-NAS.

Please feel free to pull requests or open an issue to add papers.

Table of Contents

• Type of Causality in CV
• 2021 Venues
• 2020 Venues
• Before 2020
• Arxiv

Type of Causality in CV

Type	IT	CF	CR	O
Explanation	Intervention	Counterfactual	Causal Representation	Other Types

2021

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)

2020

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	-

Before 2020

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)

Arxiv

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	-

Related Repo

awesome-causality-algorithms

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