Task Weighting through Gradient Projection for Multitask Learning

Task Weighting through Gradient Projection for Multitask Learning

3 September 2024

ArXiv (abs)PDF HTML

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

11 / 11 papers shown

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 262 8,433 0 28 Nov 2014

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.