Exploring decision shifts in autonomous driving with attribution-guided visualization
Rui Shi, Tianxing Li, Yasushi Yamaguchi, Liguo Zhang. IEEE Transactions on Intelligent Transportation Systems, 2024, DOI: 10.1109/TITS.2024.3513400.
Publications
Understanding decision-making of autonomous driving via semantic attribution
Rui Shi, Tianxing Li, Yasushi Yamaguchi, Liguo Zhang. IEEE Transactions on Intelligent Transportation Systems, 2024, DOI: 10.1109/TITS.2024.3483810.
SwinGar: Spectrum-inspired neural dynamic deformation for free-swinging garments
Tianxing Li, Rui Shi, Qing Zhu, Takashi Kanai. IEEE Transactions on Visualization and Computer Graphics (Presented at Pacific Graphics 2024), 2024, 30(10): 6913-6927.
Efficient deformation learning of varied garments with a structure-preserving multilevel framework
Tianxing Li, Rui Shi, Zihui Li, Takashi Kanai, Qing Zhu. ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games, 2024, Article No. 8.
Visualization comparison of vision transformers and convolutional neural networks
Rui Shi, Tianxing Li, Liguo Zhang, Yasushi Yamaguchi. IEEE Transactions on Multimedia, 2024, 26: 2327-2339.
Understanding contributing neurons via attribution visualization
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Neurocomputing, 2023, 550: 126492.
Detail-aware deep clothing animations infused with multi-source attributes
Tianxing Li, Rui Shi, Takashi Kanai. Computer Graphics Forum (Presented at Eurographics 2023), 2023, 42 (1): 231-244.
Output-targeted baseline for neuron attribution calculation
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Image and Vision Computing, 2022, 124: 104516.
MultiResGNet: Approximating nonlinear deformation via multi-resolution graphs
Tianxing Li, Rui Shi, Takashi Kanai. Computer Graphics Forum (Presented at Eurographics 2021), 2021, 40 (2): 537-548.
DenseGATs: A graph-attention-based network for nonlinear character deformation
Tianxing Li, Rui Shi, Takashi Kanai. ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games, 2020, Article No. 5.
Group visualization of class-discriminative features
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Neural Networks, 2020, 129: 75-90.
An attribution-based pruning method for real-time mango detection with YOLO network
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Computers and Electronics in Agriculture, 2020, 169: 105214.
Workshop Papers, Invited Talks, etc
Region-conscious visualization of output-targeted neuron features
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Visual Computing, 2022, Article No. 40.
MultiResGNet: Approximating nonlinear deformation via multi-resolution graphs
Tianxing Li, Rui Shi, Takashi Kanai. Visual Computing, 2021, Invited Talk No. 7.
DenseGATs: キャラクタの非線形変形のためのグラフアテンションネットワーク
Tianxing Li, Rui Shi, Takashi Kanai. Visual Computing, 2020, Poster No. 41.
Class-discriminative feature group and its visualization
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Visual Computing, 2020, Article No. 36.
An attribution-based pruning method for single object detection network
Rui Shi, Tianxing Li, Yasushi Yamaguchi. Technical Committee on Pattern Recognition and Media Understanding, 2019, 119(235): 17-20.