Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics

19 May 2017

Alex Kendall

Papers citing "Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics"

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4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities Roman Bachmann Oğuzhan Fatih Kar David Mizrahi Ali Garjani Mingfei Gao David Griffiths Jiaming Hu Afshin Dehghan Amir Zamir MoE VLM MLLM 38 14 0 13 Jun 2024
Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models Minghao Wu Thuy-Trang Vu Lizhen Qu Gholamreza Haffari 29 4 0 13 Jun 2024
Multi-Teacher Multi-Objective Meta-Learning for Zero-Shot Hyperspectral Band Selection Jie Feng Xiaojian Zhong Di Li Weisheng Dong Ronghua Shang Licheng Jiao 23 0 0 12 Jun 2024
PanoSSC: Exploring Monocular Panoptic 3D Scene Reconstruction for Autonomous Driving Yining Shi Jiusi Li Kun Jiang Ke Wang Yunlong Wang Mengmeng Yang Diange Yang 3DPC 44 5 0 11 Jun 2024
LiSD: An Efficient Multi-Task Learning Framework for LiDAR Segmentation and Detection Jiahua Xu Si Zuo Chenfeng Wei Wei Zhou 40 3 0 11 Jun 2024
Soundscape Captioning using Sound Affective Quality Network and Large Language Model Yuanbo Hou Qiaoqiao Ren A. Mitchell Wenwu Wang Jian Kang Tony Belpaeme Dick Botteldooren 34 3 0 09 Jun 2024
From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHR Ran Xu Yiwen Lu Chang Liu Yong Chen Yan Sun Xiao Hu Joyce C. Ho Carl Yang 38 1 0 09 Jun 2024
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Hongjia Chen Xin Xu Fangling Pu 44 6 0 09 Jun 2024
Giving each task what it needs -- leveraging structured sparsity for tailored multi-task learning Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki MoE 37 0 0 05 Jun 2024
Quantifying Task Priority for Multi-Task Optimization Wooseong Jeong Kuk-Jin Yoon 25 3 0 05 Jun 2024
Spatial and social situation-aware transformer-based trajectory prediction of autonomous systems Kathrin Donandt Dirk Söffker 26 1 0 04 Jun 2024
A Bayesian Approach to Online Planning Nir Greshler David Ben-Eli Carmel Rabinovitz Gabi Guetta Liran Gispan Guy Zohar Aviv Tamar 18 0 0 04 Jun 2024
KGLink: A column type annotation method that combines knowledge graph and pre-trained language model Yubo Wang Hao Xin Lei Chen LMTD 19 3 0 01 Jun 2024
Multi-objective Representation for Numbers in Clinical Narratives: A CamemBERT-Bio-Based Alternative to Large-Scale LLMs Boammani Aser Lompo Thanh-Dung Le 31 1 0 28 May 2024
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning Minghao Xu Yunteng Geng Yihang Zhang Ling Yang Jian Tang Wentao Zhang 38 2 0 25 May 2024
PatchProt: Hydrophobic patch prediction using protein foundation models Dea Gogishvili Emmanuel Minois-Genin Jan van Eck Sanne Abeln 26 2 0 24 May 2024
Towards Precision Healthcare: Robust Fusion of Time Series and Image Data Ali Rasekh Reza Heidari Amir Hosein Haji Mohammad Rezaie Parsa Sharifi Sedeh Zahra Ahmadi Prasenjit Mitra Wolfgang Nejdl AI4TS 26 2 0 24 May 2024
Efficient Multitask Dense Predictor via Binarization Yuzhang Shang Dan Xu Gaowen Liu Ramana Rao Kompella Yan Yan MQ AAML 27 1 0 23 May 2024
Geometric Transformation Uncertainty for Improving 3D Fetal Brain Pose Prediction from Freehand 2D Ultrasound Videos Jayroop Ramesh Nicola K. Dinsdale INTERGROWTH-21 Consortium P. Yeung Ana I. L. Namburete MedIm 29 3 0 21 May 2024
Transfer Learning for CSI-based Positioning with Multi-environment Meta-learning Anastasios Foliadis Mario H. Castaneda R. Stirling-Gallacher Reiner S. Thomä 25 3 0 20 May 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning N. Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 73 7 0 17 May 2024
Language-Guided Self-Supervised Video Summarization Using Text Semantic Matching Considering the Diversity of the Video Tomoya Sugihara Shuntaro Masuda Ling Xiao Toshihiko Yamasaki 32 3 0 14 May 2024
Multi-Task Learning for Fatigue Detection and Face Recognition of Drivers via Tree-Style Space-Channel Attention Fusion Network Shulei Qu Zhenguo Gao Xiaowei Chen Na Li Yakai Wang Sissi Xiaoxiao Wu CVBM 21 0 0 13 May 2024
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost Yuan Gao Weizhong Zhang Wenhan Luo Lin Ma Jin-Gang Yu Gui-Song Xia Jiayi Ma 29 1 0 09 May 2024
3DMeshNet: A Three-Dimensional Differential Neural Network for Structured Mesh Generation Jiaming Peng Xinhai Chen Jie Liu AI4CE 50 1 0 07 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning Vishal Nedungadi A. Kariryaa Stefan Oehmcke Serge J. Belongie Christian Igel Nico Lang 39 25 0 04 May 2024
A Cognitive-Driven Trajectory Prediction Model for Autonomous Driving in Mixed Autonomy Environment Haicheng Liao Zhenning Li Chengyue Wang Bonan Wang Hanlin Kong Yanchen Guan Guofa Li Zhiyong Cui Chengzhong Xu 21 8 0 26 Apr 2024
A Point-Based Approach to Efficient LiDAR Multi-Task Perception Christopher Lang Alexander Braun Lars Schillingmann Abhinav Valada 3DPC 51 5 0 19 Apr 2024
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment Zhiwei Hu Víctor Gutiérrez-Basulto Zhiliang Xiang Ru Li Jeff Z. Pan 33 0 0 19 Apr 2024
Rethinking Clothes Changing Person ReID: Conflicts, Synthesis, and Optimization Junjie Li Guanshuo Wang Fufu Yu Yichao Yan Qiong Jia Shouhong Ding Xingdong Sheng Yunhui Liu Xiaokang Yang 36 1 0 19 Apr 2024
Semantics-Aware Attention Guidance for Diagnosing Whole Slide Images Kechun Liu Wenjun Wu J. Elmore Linda G. Shapiro MedIm 40 1 0 16 Apr 2024
SPVLoc: Semantic Panoramic Viewport Matching for 6D Camera Localization in Unseen Environments Niklas Gard A. Hilsmann Peter Eisert 33 2 0 16 Apr 2024
Referring Flexible Image Restoration Runwei Guan Rongsheng Hu Zhuhao Zhou Tianlang Xue Ka Lok Man Jeremy S. Smith Eng Gee Lim Weiping Ding Yutao Yue 32 0 0 16 Apr 2024
Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection Jin Yang Ping Wei Huan Li Ziyang Ren 42 8 0 14 Apr 2024
Intuition-aware Mixture-of-Rank-1-Experts for Parameter Efficient Finetuning Yijiang Liu Rongyu Zhang Huanrui Yang Kurt Keutzer Yuan Du Li Du Shanghang Zhang MoE 36 6 0 13 Apr 2024
Data-Driven Preference Sampling for Pareto Front Learning Rongguang Ye Lei Chen Weiduo Liao Jinyuan Zhang H. Ishibuchi 33 2 0 12 Apr 2024
GO4Align: Group Optimization for Multi-Task Alignment Jiayi Shen Cheems Wang Zehao Xiao N. V. Noord M. Worring 32 2 0 09 Apr 2024
DepthMOT: Depth Cues Lead to a Strong Multi-Object Tracker Jiapeng Wu Yichen Liu 36 2 0 08 Apr 2024
Multi-Task Learning as enabler for General-Purpose AI-native RAN Hasan Farooq Julien Forgeat Shruti Bothe K. Čyras Md Moin 34 0 0 05 Apr 2024
MonoCD: Monocular 3D Object Detection with Complementary Depths Longfei Yan Pei Yan Shengzhou Xiong Xuanyu Xiang Yihua Tan MDE 29 25 0 04 Apr 2024
FlightScope: A Deep Comprehensive Assessment of Aircraft Detection Algorithms in Satellite Imagery Safouane El Ghazouali Arnaud Gucciardi Nicola Venturi Michael Rueegsegger Umberto Michelucci 20 3 0 03 Apr 2024
Joint-Task Regularization for Partially Labeled Multi-Task Learning Kento Nishi Junsik Kim Wanhua Li Hanspeter Pfister 40 0 0 02 Apr 2024
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning Ahmed A. Agiza Marina Neseem Sherief Reda MoE 35 12 0 29 Mar 2024
FastCAR: Fast Classification And Regression Multi-Task Learning via Task Consolidation for Modelling a Continuous Property Variable of Object Classes Anoop Kini A. Jansche T. Bernthaler Gerhard Schneider 20 0 0 26 Mar 2024
Multi-Task Dense Prediction via Mixture of Low-Rank Experts Yuqi Yang Peng-Tao Jiang Qibin Hou Hao Zhang Jinwei Chen Bo-wen Li MoE 33 18 0 26 Mar 2024
Multi-Task Learning with Multi-Task Optimization Lu Bai Abhishek Gupta Yew-Soon Ong 29 2 0 24 Mar 2024
DiffusionMTL: Learning Multi-Task Denoising Diffusion Model from Partially Annotated Data Hanrong Ye Dan Xu DiffM 52 4 0 22 Mar 2024
Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration Zhihao Wang Yulin Zhou Ningyu Zhang Xiaosong Yang Jun Xiao Zhao Wang 3DH 27 2 0 21 Mar 2024
Visual Imitation Learning of Task-Oriented Object Grasping and Rearrangement Yichen Cai Jianfeng Gao Christoph Pohl Tamim Asfour 32 4 0 20 Mar 2024
WaterVG: Waterway Visual Grounding based on Text-Guided Vision and mmWave Radar Runwei Guan Liye Jia Fengyufan Yang Shanliang Yao Erick Purwanto ... Eng Gee Lim Jeremy S. Smith Ka Lok Man Xuming Hu Yutao Yue 34 9 0 19 Mar 2024