Caixin Kang

Caixin Kang

PhD student at UTokyo

📝 Publications

📝 Publications

Under Review
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From reactive to cognitive: brain-inspired spatial intelligence for embodied agents

Shouwei Ruan, Liyuan Wang, Caixin Kang, Qihui Zhu, Songming Liu, Xingxing Wei, Hang Su
Under Review, 2025
Paper | Code (Coming Soon)


TPAMI
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Real-world Adversarial Defense against Patch Attacks based on Diffusion Model

Xingxing Wei(advisor), Caixin Kang, Yinpeng Dong, Zhengyi Wang, Shouwei Ruan, Yubo Chen, Hang Su
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Paper | Code


Under Review
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Towards NSFW-Free Text-to-Image Generation via Safety-Constraint Direct Preference Optimization

Shouwei Ruan, Zhenyu Wu, Yao Huang, Ruochen Zhang, Yitong Sun, Caixin Kang, Xingxing Wei
Under Review, 2025
Paper | Code (Coming Soon)


ICCV 2025
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AdvDreamer Unveils: Are Vision-Language Models Truly Ready for Real-World 3D Variations?

Shouwei Ruan, Hanqin Liu, Yao Huang, Xiaoqi Wang, Caixin Kang, Hang Su, Yinpeng Dong, Xingxing Wei
Internationl Conference of Computer Vision IEEE/CVF International Conference on Computer Vision (ICCV), 2025
Paper | Code (Coming Soon)


ICCV 2025
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Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency

Shiji Zhao, Ranjie Duan, Fengxiang Wang, Chi Chen, Caixin Kang, Shouwei Ruan, Jialing Tao, YueFeng Chen, Hui Xue, Xingxing Wei
Internationl Conference of Computer Vision IEEE/CVF International Conference on Computer Vision (ICCV), 2025
Paper | Code (Coming Soon)


Under Review
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OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations

Caixin Kang, Yubo Chen, Shouwei Ruan, Shiji Zhao, Ruochen Zhang, Jiayi Wang, Shan Fu, Xingxing Wei
Under Review, 2025
Paper | Code (Coming Soon)


ECCV 2024
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DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks

Caixin Kang, Yinpeng Dong, Zhengyi Wang, Shouwei Ruan, Hang Su, Xingxing Wei
Internationl Conference of Computer Vision European Conference on Computer Vision (ECCV), 2024
Paper | Code


CVPR 2023
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Benchmarking robustness of 3d object detection to common corruptions in autonomous driving

Yinpeng Dong, Caixin Kang, Jinlai Zhang, Zijian Zhu, Yikai Wang, Xiao Yang, Hang Su, Xingxing Wei, Jun Zhu
Internationl Conference of Computer Vision IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Paper | Code


NeurIPS 2022
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Viewfool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints

Yinpeng Dong, Shouwei Ruan, Hang Su, Caixin Kang, Xingxing Wei, Jun Zhu
Internationl Conference of Computer Vision IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Paper | Code


Competitions:

ICRA 2024
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The Robodrive Challenge, Track 1: Robust BEV Detection

Our team (Caixin Kang, Xinning Zhou, Chengyang Ying, Wentao Shang, Xingxing Wei, Yinpeng Dong) won the second place 🥈  
IEEE International Conference on Robotics and Automation (ICRA), 2024
The Robodrive Challenge


ICRA 2024
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The Robodrive Challenge, Track 5: Robust Multi-Modal BEV Detection

Our team (Caixin Kang, Xinning Zhou, Chengyang Ying, Wentao Shang, Xingxing Wei, Yinpeng Dong) won the second place 🥈  
IEEE International Conference on Robotics and Automation (ICRA), 2024
The Robodrive Challenge