CVPR 2023 accepted papers on Graph learning
29 of the 2,359 papers accepted at CVPR 2023 (1.2%) are on Graph learning, compared with 1.9% at CVPR 2022. They fall into 4 topics.
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Topics and papers
Knowledge and temporal graphs · 13 papers
- Dynamic Graph Enhanced Contrastive Learning for Chest X-Ray Report Generation (188 citations)
- 3Mformer: Multi-Order Multi-Mode Transformer for Skeletal Action Recognition (92 citations)
- Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation (83 citations)
- Histopathology Whole Slide Image Analysis With Heterogeneous Graph Representation Learning (81 citations)
- CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection (53 citations)
- Devil's on the Edges: Selective Quad Attention for Scene Graph Generation (52 citations)
- Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction (44 citations)
- Probabilistic Debiasing of Scene Graphs (30 citations)
- IS-GGT: Iterative Scene Graph Generation With Generative Transformers (28 citations)
- Fast Contextual Scene Graph Generation With Unbiased Context Augmentation (24 citations)
- An Actor-Centric Causality Graph for Asynchronous Temporal Inference in Group Activity (19 citations)
- Multi-Granularity Archaeological Dating of Chinese Bronze Dings Based on a Knowledge-Guided Relation Graph (11 citations)
and 1 more in the interactive map.
Graph algorithms and clustering · 7 papers
- Highly Confident Local Structure Based Consensus Graph Learning for Incomplete Multi-View Clustering (54 citations)
- Sample-Level Multi-View Graph Clustering (50 citations)
- Progressive Neighbor Consistency Mining for Correspondence Pruning (35 citations)
- Deep Learning of Partial Graph Matching via Differentiable Top-K (12 citations)
- Local Connectivity-Based Density Estimation for Face Clustering (8 citations)
- G-MSM: Unsupervised Multi-Shape Matching With Graph-Based Affinity Priors (7 citations)
- BASiS: Batch Aligned Spectral Embedding Space (3 citations)
Graph self-supervised learning · 5 papers
- TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning With Structure-Trajectory Prompted Reconstruction for Person Re-Identification (54 citations)
- Graph Transformer GANs for Graph-Constrained House Generation (29 citations)
- Learning and Aggregating Lane Graphs for Urban Automated Driving (28 citations)
- Mind the Label Shift of Augmentation-Based Graph OOD Generalization (22 citations)
- TopDiG: Class-Agnostic Topological Directional Graph Extraction From Remote Sensing Images (20 citations)
GNN architectures · 4 papers
- HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics (82 citations)
- Edge-Aware Regional Message Passing Controller for Image Forgery Localization (68 citations)
- Deep Graph Reprogramming (31 citations)
- From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm (26 citations)