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} }

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} }

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} }

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} }

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} }

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} }