Task Weighting through Gradient Projection for Multitask Learning

Task Weighting through Gradient Projection for Multitask Learning

3 September 2024

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Papers citing "Task Weighting through Gradient Projection for Multitask Learning"

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Title
Vision-Centric BEV Perception: A Survey Yuexin Ma Tai Wang Xuyang Bai Huitong Yang Yuenan Hou Yaming Wang Yu Qiao Ruigang Yang Tianyi Zhou Xinge Zhu 106 135 0 04 Aug 2022
M $^2$ BEV: Multi-Camera Joint 3D Detection and Segmentation with Unified Birds-Eye View Representation Enze Xie Zhiding Yu Daquan Zhou Jonah Philion Anima Anandkumar Sanja Fidler Ping Luo J. Álvarez 126 186 0 11 Apr 2022
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers Zhiqi Li Wenhai Wang Hongyang Li Enze Xie Chonghao Sima Tong Lu Qiao Yu Jifeng Dai 129 1,308 0 31 Mar 2022
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models Zirui Wang Yulia Tsvetkov Orhan Firat Yuan Cao 74 202 0 12 Oct 2020
Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D Jonah Philion Sanja Fidler 100 1,055 0 13 Aug 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 191 1,230 0 19 Jan 2020
Dynamic Task Weighting Methods for Multi-task Networks in Autonomous Driving Systems Isabelle Leang Ganesh Sistu Fabian Burger Andrei Bursuc S. Yogamani 73 53 0 07 Jan 2020
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 301 5,790 0 26 Mar 2019
Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning Clemens Rosenbaum Tim Klinger Matthew D Riemer 90 249 0 03 Nov 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 272 3,136 0 19 May 2017
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 266 8,433 0 28 Nov 2014