Efficient parametrization of multi-domain deep neural networks

27 March 2018

Sylvestre-Alvise Rebuffi

Hakan Bilen

Andrea Vedaldi

OOD

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Papers citing "Efficient parametrization of multi-domain deep neural networks"

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Title
POET: Prompt Offset Tuning for Continual Human Action Adaptation Prachi Garg Joseph K J V. Balasubramanian Necati Cihan Camgöz Chengde Wan Kenrick Kin Weiguang Si Shugao Ma Fernando De la Torre 66 0 0 25 Apr 2025
LoRD: Adapting Differentiable Driving Policies to Distribution Shifts Christopher P. Diehl Peter Karkus Sushant Veer Marco Pavone Torsten Bertram 128 0 0 13 Oct 2024
CROME: Cross-Modal Adapters for Efficient Multimodal LLM Sayna Ebrahimi Sercan Ö. Arik Tejas Nama Tomas Pfister 41 1 0 13 Aug 2024
AutoTask: Task Aware Multi-Faceted Single Model for Multi-Task Ads Relevance Shouchang Guo Sonam Damani Keng-hao Chang 37 0 0 09 Jul 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 77 12 0 15 Apr 2024
Advancing COVID-19 Detection in 3D CT Scans Qingqiu Li Runtian Yuan Junlin Hou Jilan Xu Yuejie Zhang Rui Feng Hao Chen 16 1 0 18 Mar 2024
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 22 0 0 10 Oct 2023
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers Thomas De Min Massimiliano Mancini Alahari Karteek Xavier Alameda-Pineda Elisa Ricci CLL 21 9 0 18 Aug 2023
Do We Really Need a Large Number of Visual Prompts? Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda VLM VPVLM 38 5 0 26 May 2023
How Will It Drape Like? Capturing Fabric Mechanics from Depth Images Carlos Rodriguez-Pardo Melania Prieto-Martin Dan Casas Elena Garces 25 12 0 13 Apr 2023
$Δ$ -Patching: A Framework for Rapid Adaptation of Pre-trained Convolutional Networks without Base Performance Loss Chaitanya Devaguptapu Samarth Sinha K. J. Joseph V. Balasubramanian Animesh Garg 65 1 0 26 Mar 2023
Energy-efficient Task Adaptation for NLP Edge Inference Leveraging Heterogeneous Memory Architectures Zirui Fu Aleksandre Avaliani M. Donato 39 1 0 25 Mar 2023
Open-Set Face Identification on Few-Shot Gallery by Fine-Tuning Hojin Park Jaewoo Park Andrew Beng Jin Teoh CVBM 35 2 0 05 Jan 2023
CHAPTER: Exploiting Convolutional Neural Network Adapters for Self-supervised Speech Models Zih-Ching Chen Yu-Shun Sung Hung-yi Lee 21 16 0 01 Dec 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 15 2 0 09 Nov 2022
Visual Prompt Tuning for Generative Transfer Learning Kihyuk Sohn Yuan Hao José Lezama Luisa F. Polanía Huiwen Chang Han Zhang Irfan Essa Lu Jiang VPVLM VLM 53 81 0 03 Oct 2022
Towards Parameter-Efficient Integration of Pre-Trained Language Models In Temporal Video Grounding Erica K. Shimomoto Edison Marrese-Taylor Hiroya Takamura Ichiro Kobayashi Hideki Nakayama Yusuke Miyao 27 7 0 26 Sep 2022
Multi-domain Learning for Updating Face Anti-spoofing Models Xiao Guo Yaojie Liu Anil Jain Xiaoming Liu CLL CVBM 16 30 0 23 Aug 2022
MT-SNN: Spiking Neural Network that Enables Single-Tasking of Multiple Tasks P. G. Cachi Sebastián Ventura K. Cios LRM 16 0 0 02 Aug 2022
Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Tianlong Chen Sijia Liu Shiyu Chang Lisa Amini Zhangyang Wang CLL 21 4 0 15 Jun 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning Yi-Lin Sung Jaemin Cho Mohit Bansal VLM 21 234 0 13 Jun 2022
Contextual Adapters for Personalized Speech Recognition in Neural Transducers Kanthashree Mysore Sathyendra Thejaswi Muniyappa Feng-Ju Chang Jing Liu Jinru Su Grant P. Strimel Athanasios Mouchtaris Siegfried Kunzmann 11 75 0 26 May 2022
Model-agnostic Multi-Domain Learning with Domain-Specific Adapters for Action Recognition Kazuki Omi Jun Kimata Toru Tamaki 21 7 0 15 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 28 27 0 06 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 31 69 0 03 Apr 2022
Deep vanishing point detection: Geometric priors make dataset variations vanish Yancong Lin R. Wiersma S. Pintea Klaus Hildebrandt E. Eisemann J. C. V. Gemert AAML 3DPC 36 22 0 16 Mar 2022
Real-Time Style Modelling of Human Locomotion via Feature-Wise Transformations and Local Motion Phases I. Mason Sebastian Starke Taku Komura 3DH 34 47 0 12 Jan 2022
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Mohit Bansal VLM VPVLM 27 342 0 13 Dec 2021
All-In-One: Artificial Association Neural Networks Seokjun Kim Jaeeun Jang Hyeoncheol Kim 19 0 0 31 Oct 2021
Multi-Domain Incremental Learning for Semantic Segmentation Prachi Garg Rohit Saluja V. Balasubramanian Chetan Arora A. Subramanian C. V. Jawahar CLL 25 32 0 23 Oct 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 47 120 0 08 Sep 2021
Cross-domain Few-shot Learning with Task-specific Adapters Weihong Li Xialei Liu Hakan Bilen OOD 25 113 0 01 Jul 2021
Multitask Learning for Scalable and Dense Multilayer Bayesian Map Inference Lu Gan Youngji Kim J. Grizzle Jeffrey M. Walls Ayoung Kim Ryan Eustice Maani Ghaffari 24 15 0 28 Jun 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 19 14 0 25 Jun 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 38 467 0 08 Jun 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori CLL 30 27 0 24 Apr 2021
Universal Representation Learning from Multiple Domains for Few-shot Classification Weihong Li Xialei Liu Hakan Bilen SSL OOD VLM 24 84 0 25 Mar 2021
A linearized framework and a new benchmark for model selection for fine-tuning Aditya Deshpande Alessandro Achille Avinash Ravichandran Hao Li L. Zancato Charless C. Fowlkes Rahul Bhotika Stefano Soatto Pietro Perona ALM 107 46 0 29 Jan 2021
Graphonomy: Universal Image Parsing via Graph Reasoning and Transfer Liang Lin Yiming Gao Ke Gong Meng Wang Xiaodan Liang 16 13 0 26 Jan 2021
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets R. Gong Dengxin Dai Yuhua Chen Wen Li Luc Van Gool 19 22 0 15 Dec 2020
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 11 383 0 14 Dec 2020
Emergent Communication Pretraining for Few-Shot Machine Translation Yaoyiran Li E. Ponti Ivan Vulić Anna Korhonen 23 19 0 02 Nov 2020
Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation E. Chiou F. Giganti S. Punwani Iasonas Kokkinos Eleftheria Panagiotaki OOD MedIm 23 23 0 14 Oct 2020
Scalable Transfer Learning with Expert Models J. Puigcerver C. Riquelme Basil Mustafa Cédric Renggli André Susano Pinto Sylvain Gelly Daniel Keysers N. Houlsby 27 62 0 28 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 16 608 0 10 Sep 2020
Learning from Multiple Datasets with Heterogeneous and Partial Labels for Universal Lesion Detection in CT K. Yan Jinzheng Cai Youjing Zheng Adam P. Harrison D. Jin Youbao Tang Yuxing Tang Lingyun Huang Jing Xiao Le Lu 34 84 0 05 Sep 2020
Challenge-Aware RGBT Tracking Chenglong Li Lei Liu Andong Lu Q. Ji Jin Tang 105 129 0 26 Jul 2020
Reparameterizing Convolutions for Incremental Multi-Task Learning without Task Interference Menelaos Kanakis David Brüggemann Suman Saha Stamatios Georgoulis Anton Obukhov Luc Van Gool CLL 22 72 0 24 Jul 2020
A Survey on Transfer Learning in Natural Language Processing Zaid Alyafeai Maged S. Alshaibani Irfan Ahmad 22 72 0 31 May 2020
Introducing Pose Consistency and Warp-Alignment for Self-Supervised 6D Object Pose Estimation in Color Images Juil Sock Guillermo Garcia-Hernando Anil Armagan Tae-Kyun Kim 24 5 0 27 Mar 2020