CVPR 2024 Open Access Repository

Embedded Vision Workshop

RAVN: Reinforcement Aided Adaptive Vector Quantization of Deep Neural Networks: Anamika Jha,

Aratrik Chattopadhyay,

Mrinal Banerji,

Disha Jain; [pdf]
[bibtex]
@InProceedings{Jha_2024_CVPR, author = {Jha, Anamika and Chattopadhyay, Aratrik and Banerji, Mrinal and Jain, Disha}, title = {RAVN: Reinforcement Aided Adaptive Vector Quantization of Deep Neural Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2200-2209} }
Neuromorphic Lip-Reading with Signed Spiking Gated Recurrent Units: Manon Dampfhoffer,

Thomas Mesquida; [pdf]
[bibtex]
@InProceedings{Dampfhoffer_2024_CVPR, author = {Dampfhoffer, Manon and Mesquida, Thomas}, title = {Neuromorphic Lip-Reading with Signed Spiking Gated Recurrent Units}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2141-2151} }
SciFlow: Empowering Lightweight Optical Flow Models with Self-Cleaning Iterations: Jamie Menjay Lin,

Jisoo Jeong,

Hong Cai,

Risheek Garrepalli,

Kai Wang,

Fatih Porikli; [pdf] [arXiv]
[bibtex]
@InProceedings{Lin_2024_CVPR, author = {Lin, Jamie Menjay and Jeong, Jisoo and Cai, Hong and Garrepalli, Risheek and Wang, Kai and Porikli, Fatih}, title = {SciFlow: Empowering Lightweight Optical Flow Models with Self-Cleaning Iterations}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2162-2171} }
Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units: Francesco Paissan,

Davide Nadalini,

Manuele Rusci,

Alberto Ancilotto,

Francesco Conti,

Luca Benini,

Elisabetta Farella; [pdf]
[bibtex]
@InProceedings{Paissan_2024_CVPR, author = {Paissan, Francesco and Nadalini, Davide and Rusci, Manuele and Ancilotto, Alberto and Conti, Francesco and Benini, Luca and Farella, Elisabetta}, title = {Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2172-2181} }
ED-DCFNet: An Unsupervised Encoder-decoder Neural Model for Event-driven Feature Extraction and Object Tracking: Raz Ramon,

Hadar Cohen-Duwek,

Elishai Ezra Tsur; [pdf]
[bibtex]
@InProceedings{Ramon_2024_CVPR, author = {Ramon, Raz and Cohen-Duwek, Hadar and Tsur, Elishai Ezra}, title = {ED-DCFNet: An Unsupervised Encoder-decoder Neural Model for Event-driven Feature Extraction and Object Tracking}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2191-2199} }
Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems: Luca Bompani,

Manuele Rusci,

Daniele Palossi,

Francesco Conti,

Luca Benini; [pdf] [arXiv]
[bibtex]
@InProceedings{Bompani_2024_CVPR, author = {Bompani, Luca and Rusci, Manuele and Palossi, Daniele and Conti, Francesco and Benini, Luca}, title = {Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2182-2190} }
Lightweight Maize Disease Detection through Post-Training Quantization with Similarity Preservation: Carlos Victorino Padeiro,

Tse-Wei Chen,

Takahiro Komamizu,

Ichiro Ide; [pdf]
[bibtex]
@InProceedings{Padeiro_2024_CVPR, author = {Padeiro, Carlos Victorino and Chen, Tse-Wei and Komamizu, Takahiro and Ide, Ichiro}, title = {Lightweight Maize Disease Detection through Post-Training Quantization with Similarity Preservation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2111-2120} }
Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation: Tse-Wei Chen,

Wei Tao,

Dongyue Zhao,

Kazuhiro Mima,

Tadayuki Ito,

Kinya Osa,

Masami Kato; [pdf]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Tse-Wei and Tao, Wei and Zhao, Dongyue and Mima, Kazuhiro and Ito, Tadayuki and Osa, Kinya and Kato, Masami}, title = {Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2101-2110} }
Content-aware Input Scaling and Deep Learning Computation Offloading for Low-Latency Embedded Vision: Omkar Prabhune,

Tianen Chen,

Younghyun Kim; [pdf]
[bibtex]
@InProceedings{Prabhune_2024_CVPR, author = {Prabhune, Omkar and Chen, Tianen and Kim, Younghyun}, title = {Content-aware Input Scaling and Deep Learning Computation Offloading for Low-Latency Embedded Vision}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2218-2226} }
Efficient Video Stabilization via Partial Block Phase Correlation on Edge GPUs: Cevahir Çığla; [pdf]
[bibtex]
@InProceedings{Cigla_2024_CVPR, author = {\c{C}{\i}\u{g}la, Cevahir}, title = {Efficient Video Stabilization via Partial Block Phase Correlation on Edge GPUs}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2152-2161} }
Multi-bit Black-box Watermarking of Deep Neural Networks in Embedded Applications: Sam Leroux,

Stijn Vanassche,

Pieter Simoens; [pdf]
[bibtex]
@InProceedings{Leroux_2024_CVPR, author = {Leroux, Sam and Vanassche, Stijn and Simoens, Pieter}, title = {Multi-bit Black-box Watermarking of Deep Neural Networks in Embedded Applications}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2121-2130} }
Pruning as a Binarization Technique: Lukas Frickenstein,

Pierpaolo Mori,

Shambhavi Balamuthu Sampath,

Moritz Thoma,

Nael Fasfous,

Manoj Rohit Vemparala,

Alexander Frickenstein,

Christian Unger,

Claudio Passerone,

Walter Stechele; [pdf] [supp]
[bibtex]
@InProceedings{Frickenstein_2024_CVPR, author = {Frickenstein, Lukas and Mori, Pierpaolo and Sampath, Shambhavi Balamuthu and Thoma, Moritz and Fasfous, Nael and Vemparala, Manoj Rohit and Frickenstein, Alexander and Unger, Christian and Passerone, Claudio and Stechele, Walter}, title = {Pruning as a Binarization Technique}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2131-2140} }
Prune Efficiently by Soft Pruning: Parakh Agarwal,

Manu Mathew,

Kunal Ranjan Patel,

Varun Tripathi,

Pramod Swami; [pdf]
[bibtex]
@InProceedings{Agarwal_2024_CVPR, author = {Agarwal, Parakh and Mathew, Manu and Patel, Kunal Ranjan and Tripathi, Varun and Swami, Pramod}, title = {Prune Efficiently by Soft Pruning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2210-2217} }