Fourth Workshop on Neural Architecture Search, Third Lightweight NAS Challenge

Pareto-Aware Neural Architecture Generation for Diverse Computational Budgets

Yong Guo,

Yaofo Chen,

Yin Zheng,

Qi Chen,

Peilin Zhao,

Junzhou Huang,

Jian Chen,

Mingkui Tan

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Guo_2023_CVPR, author = {Guo, Yong and Chen, Yaofo and Zheng, Yin and Chen, Qi and Zhao, Peilin and Huang, Junzhou and Chen, Jian and Tan, Mingkui}, title = {Pareto-Aware Neural Architecture Generation for Diverse Computational Budgets}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2248-2258} }

A2-Aug: Adaptive Automated Data Augmentation

Lujun Li,

Anggeng Li

[pdf]

[bibtex]

@InProceedings{Li_2023_CVPR, author = {Li, Lujun and Li, Anggeng}, title = {A2-Aug: Adaptive Automated Data Augmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2267-2274} }

Hardware-Aware NAS by Genetic Optimisation With a Design Space Exploration Simulator

Lotte Hendrickx,

Arne Symons,

Wiebe Van Ranst,

Marian Verhelst,

Toon Goedemé

[pdf]

[bibtex]

@InProceedings{Hendrickx_2023_CVPR, author = {Hendrickx, Lotte and Symons, Arne and Van Ranst, Wiebe and Verhelst, Marian and Goedem\'e, Toon}, title = {Hardware-Aware NAS by Genetic Optimisation With a Design Space Exploration Simulator}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2275-2283} }

Systematic Architectural Design of Scale Transformed Attention Condenser DNNs via Multi-Scale Class Representational Response Similarity Analysis

Andrew Hryniowski,

Alexander Wong

[pdf]

[bibtex]

@InProceedings{Hryniowski_2023_CVPR, author = {Hryniowski, Andrew and Wong, Alexander}, title = {Systematic Architectural Design of Scale Transformed Attention Condenser DNNs via Multi-Scale Class Representational Response Similarity Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2284-2292} }

Exploring the Potential of Neural Dataset Search

Ryosuke Yamada,

Risa Shinoda,

Hirokatsu Kataoka

[pdf]

[bibtex]

@InProceedings{Yamada_2023_CVPR, author = {Yamada, Ryosuke and Shinoda, Risa and Kataoka, Hirokatsu}, title = {Exploring the Potential of Neural Dataset Search}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2259-2266} }

Fast GraspNeXt: A Fast Self-Attention Neural Network Architecture for Multi-Task Learning in Computer Vision Tasks for Robotic Grasping on the Edge

Alexander Wong,

Yifan Wu,

Saad Abbasi,

Saeejith Nair,

Yuhao Chen,

Mohammad Javad Shafiee

[pdf] [arXiv]

[bibtex]

@InProceedings{Wong_2023_CVPR, author = {Wong, Alexander and Wu, Yifan and Abbasi, Saad and Nair, Saeejith and Chen, Yuhao and Shafiee, Mohammad Javad}, title = {Fast GraspNeXt: A Fast Self-Attention Neural Network Architecture for Multi-Task Learning in Computer Vision Tasks for Robotic Grasping on the Edge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2293-2297} }

PerfHD: Efficient ViT Architecture Performance Ranking Using Hyperdimensional Computing

Dongning Ma,

Pengfei Zhao,

Xun Jiao

[pdf]

[bibtex]

@InProceedings{Ma_2023_CVPR, author = {Ma, Dongning and Zhao, Pengfei and Jiao, Xun}, title = {PerfHD: Efficient ViT Architecture Performance Ranking Using Hyperdimensional Computing}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2230-2237} }

AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection

Wentao Zhu,

Yufang Huang,

Xiufeng Xie,

Wenxian Liu,

Jincan Deng,

Debing Zhang,

Zhangyang Wang,

Ji Liu

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Zhu_2023_CVPR, author = {Zhu, Wentao and Huang, Yufang and Xie, Xiufeng and Liu, Wenxian and Deng, Jincan and Zhang, Debing and Wang, Zhangyang and Liu, Ji}, title = {AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2238-2247} }