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 140 0 0 13 Oct 2024
CROME: Cross-Modal Adapters for Efficient Multimodal LLM Sayna Ebrahimi Sercan Ö. Arik Tejas Nama Tomas Pfister 44 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 80 14 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 31 1 0 18 Mar 2024
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification Junjie Zhu Yiying Li Chunping Qiu Ke Yang Naiyang Guan Xiaodong Yi 29 6 0 17 Sep 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 26 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 40 5 0 26 May 2023
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending Xingjian He Sihan Chen Fan Ma Zhicheng Huang Xiaojie Jin Zikang Liu Dongmei Fu Yi Yang Jiaheng Liu Jiashi Feng VLM CLIP 23 17 0 22 May 2023
Making the Most of What You Have: Adapting Pre-trained Visual Language Models in the Low-data Regime Chuhan Zhang Antoine Miech Jiajun Shen Jean-Baptiste Alayrac Pauline Luc VLM VPVLM 39 2 0 03 May 2023
How Will It Drape Like? Capturing Fabric Mechanics from Depth Images Carlos Rodriguez-Pardo Melania Prieto-Martin Dan Casas Elena Garces 31 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 44 1 0 25 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 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 29 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 56 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 18 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 21 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 26 4 0 15 Jun 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM 21 236 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 19 75 0 26 May 2022
Model-agnostic Multi-Domain Learning with Domain-Specific Adapters for Action Recognition Kazuki Omi Jun Kimata Toru Tamaki 23 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
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 17 32 0 01 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 38 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 43 47 0 12 Jan 2022
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM VPVLM 35 343 0 13 Dec 2021
All-In-One: Artificial Association Neural Networks Seokjun Kim Jaeeun Jang Hyeoncheol Kim 32 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
Single-dataset Experts for Multi-dataset Question Answering Dan Friedman Ben Dodge Danqi Chen MoMe 132 26 0 28 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 55 120 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 32 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 49 468 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 38 27 0 24 Apr 2021
Universal Representation Learning from Multiple Domains for Few-shot Classification Weihong Li Xialei Liu Hakan Bilen SSL OOD VLM 30 84 0 25 Mar 2021
Explainability Guided Multi-Site COVID-19 CT Classification Ameen Ali Tal Shaharabany Lior Wolf 11 4 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 115 46 0 29 Jan 2021
Graphonomy: Universal Image Parsing via Graph Reasoning and Transfer Liang Lin Yiming Gao Ke Gong Meng Wang Xiaodan Liang 24 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 24 22 0 15 Dec 2020
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 13 385 0 14 Dec 2020
Emergent Communication Pretraining for Few-Shot Machine Translation Yaoyiran Li E. Ponti Ivan Vulić Anna Korhonen 25 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 30 23 0 14 Oct 2020