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"

50 / 1,297 papers shown

Title
Detecting 32 Pedestrian Attributes for Autonomous Vehicles Taylor Mordan Matthieu Cord P. Pérez Alexandre Alahi 24 22 0 04 Dec 2020
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Huiyu Wang Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 40 527 0 01 Dec 2020
Boosting CNN-based primary quantization matrix estimation of double JPEG images via a classification-like architecture B. Tondi Andrea Costanzo Dequ Huang Bin Li 17 6 0 01 Dec 2020
Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing Junru Wu Xiang Yu Buyu Liu Zhangyang Wang Manmohan Chandraker CVBM 21 2 0 28 Nov 2020
Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images J. E. Arco A. Ortiz J. Ramírez Francisco J. Martínez-Murcia Yudong Zhang Juan M Gorriz UQCV 27 3 0 27 Nov 2020
MultiStar: Instance Segmentation of Overlapping Objects with Star-Convex Polygons Florin C. Walter Sebastian Damrich Fred Hamprecht 26 14 0 26 Nov 2020
Bayesian Triplet Loss: Uncertainty Quantification in Image Retrieval Frederik Warburg Martin Jørgensen Javier Civera Søren Hauberg UQCV 31 36 0 25 Nov 2020
Scaling Wide Residual Networks for Panoptic Segmentation Liang-Chieh Chen Huiyu Wang Siyuan Qiao SSeg 27 47 0 23 Nov 2020
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification C. Qiu Lukas Liebel Lloyd H. Hughes M. Schmitt Marco Körner Xiaoxiang Zhu 9 12 0 23 Nov 2020
Multi-Task Adversarial Attack Pengxin Guo Yuancheng Xu Baijiong Lin Yu Zhang AAML 36 8 0 19 Nov 2020
CAA-Net: Conditional Atrous CNNs with Attention for Explainable Device-robust Acoustic Scene Classification Zhao Ren Qiuqiang Kong Jing Han Mark D. Plumbley Björn W. Schuller 21 28 0 18 Nov 2020
Your "Flamingo" is My "Bird": Fine-Grained, or Not Dongliang Chang Kaiyue Pang Yixiao Zheng Zhanyu Ma Yi-Zhe Song Jun Guo 33 1 0 18 Nov 2020
SeekNet: Improved Human Instance Segmentation and Tracking via Reinforcement Learning Based Optimized Robot Relocation V. Narayanan Bala Murali Manoghar Rama Prashanth RV Phu-Cuong Pham Aniket Bera 21 1 0 17 Nov 2020
Graph-Based Neural Network Models with Multiple Self-Supervised Auxiliary Tasks Franco Manessi A. Rozza SSL 19 40 0 14 Nov 2020
Re-framing Incremental Deep Language Models for Dialogue Processing with Multi-task Learning Morteza Rohanian Julian Hough CLL 19 11 0 13 Nov 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 56 1,883 0 12 Nov 2020
Universal Embeddings for Spatio-Temporal Tagging of Self-Driving Logs Sean Segal Eric Kee Wenjie Luo Abbas Sadat Ersin Yumer R. Urtasun 30 11 0 12 Nov 2020
Deep Learning based Monocular Depth Prediction: Datasets, Methods and Applications Qing Li Jiasong Zhu Jun Liu Rui Cao Qingquan Li Sen Jia Guoping Qiu 3DH MDE 43 9 0 09 Nov 2020
Improving Robotic Grasping on Monocular Images Via Multi-Task Learning and Positional Loss William Prew T. Breckon M. Bordewich Ulrik R Beierholm 11 7 0 05 Nov 2020
Multi-layer Feature Aggregation for Deep Scene Parsing Models Litao Yu Yongsheng Gao Jun Zhou Jian Zhang Qiang Wu SSeg 44 1 0 04 Nov 2020
Meta-learning Transferable Representations with a Single Target Domain Hong Liu Jeff Z. HaoChen Colin Wei Tengyu Ma AAML 43 5 0 03 Nov 2020
Perceive, Attend, and Drive: Learning Spatial Attention for Safe Self-Driving Bob Wei Mengye Ren Wenyuan Zeng Ming Liang Binh Yang R. Urtasun 3DPC 30 43 0 02 Nov 2020
ÚFAL at MRP 2020: Permutation-invariant Semantic Parsing in PERIN David Samuel Milan Straka LRM 27 31 0 02 Nov 2020
Measuring and Harnessing Transference in Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 28 15 0 29 Oct 2020
Byzantine Resilient Distributed Multi-Task Learning Jiani Li W. Abbas X. Koutsoukos 19 8 0 25 Oct 2020
Multi-task Supervised Learning via Cross-learning J. Cerviño J. Bazerque Miguel Calvo-Fullana Alejandro Ribeiro 11 2 0 24 Oct 2020
Multi-Task Learning with Shared Encoder for Non-Autoregressive Machine Translation Yongchang Hao Shilin He Wenxiang Jiao Zhaopeng Tu Michael Lyu Xing Wang 98 28 0 24 Oct 2020
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models Saurabh Kataria Jesús Villalba Najim Dehak VLM SSL 26 34 0 22 Oct 2020
Training Data Generating Networks: Shape Reconstruction via Bi-level Optimization Biao Zhang Peter Wonka 3DPC 17 4 0 16 Oct 2020
Auxiliary Task Reweighting for Minimum-data Learning Baifeng Shi Judy Hoffman Kate Saenko Trevor Darrell Huijuan Xu MoMe 27 32 0 16 Oct 2020
Learning Panoptic Segmentation from Instance Contours Sumanth Chennupati V. Narayanan Ganesh Sistu S. Yogamani S. Rawashdeh SSeg ISeg 30 7 0 16 Oct 2020
Just Pick a Sign: Optimizing Deep Multitask Models with Gradient Sign Dropout Zhao Chen Jiquan Ngiam Yanping Huang Thang Luong Henrik Kretzschmar Yuning Chai Dragomir Anguelov 41 207 0 14 Oct 2020
Real-Time Deep Learning Approach to Visual Servo Control and Grasp Detection for Autonomous Robotic Manipulation E. G. Ribeiro R. Q. Mendes V. Grassi 35 55 0 13 Oct 2020
Controllable Pareto Multi-Task Learning Xi Lin Zhiyuan Yang Qingfu Zhang Sam Kwong MoE 77 73 0 13 Oct 2020
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models Zirui Wang Yulia Tsvetkov Orhan Firat Yuan Cao 33 196 0 12 Oct 2020
Extracting Angina Symptoms from Clinical Notes Using Pre-Trained Transformer Architectures A. Eisman Nishant R. Shah Carsten Eickhoff George Zerveas Elizabeth S. Chen Wen‐Chih Wu I. Sarkar 13 7 0 12 Oct 2020
Multi-path Neural Networks for On-device Multi-domain Visual Classification Qifei Wang Junjie Ke Joshua Greaves Grace Chu Gabriel Bender ... Andrew G. Howard Feng Yang Ming-Hsuan Yang Jeff Gilbert P. Milanfar 31 8 0 10 Oct 2020
Learning the Pareto Front with Hypernetworks Aviv Navon Aviv Shamsian Gal Chechik Ethan Fetaya 28 139 0 08 Oct 2020
SAFENet: Self-Supervised Monocular Depth Estimation with Semantic-Aware Feature Extraction Jaehoon Choi Dongki Jung Dong-hwan Lee Changick Kim MDE 25 1 0 06 Oct 2020
Joint Turn and Dialogue level User Satisfaction Estimation on Multi-Domain Conversations Praveen Kumar Bodigutla Aditya Tiwari Josep Valls-Vargas L. Polymenakos Spyros Matsoukas 16 32 0 06 Oct 2020
Uncertainty-Aware Multi-Modal Ensembling for Severity Prediction of Alzheimer's Dementia U. Sarawgi W. Zulfikar Rishab Khincha Pattie Maes UQCV 6 2 0 03 Oct 2020
PrognoseNet: A Generative Probabilistic Framework for Multimodal Position Prediction given Context Information Thomas Kurbiel Akash Sachdeva Kun-li Zhao Markus Buehren 21 2 0 02 Oct 2020
Depth Estimation from Monocular Images and Sparse Radar Data Juan Lin Dengxin Dai Luc Van Gool MDE 32 73 0 30 Sep 2020
Adversarial Semi-Supervised Multi-Domain Tracking Kourosh Meshgi Maryam Sadat Mirzaei 14 1 0 30 Sep 2020
Residual acoustic echo suppression based on efficient multi-task convolutional neural network Xinquan Zhou Yanhong Leng 14 9 0 29 Sep 2020
Grow-Push-Prune: aligning deep discriminants for effective structural network compression Qing Tian Tal Arbel James J. Clark 19 8 0 29 Sep 2020
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Kemal Oksuz Baris Can Cam Emre Akbas Sinan Kalkan 41 42 0 28 Sep 2020
Learning Category- and Instance-Aware Pixel Embedding for Fast Panoptic Segmentation Naiyu Gao Yanhu Shan Xin Zhao Kaiqi Huang 34 19 0 28 Sep 2020
Adaptive confidence thresholding for monocular depth estimation Hyesong Choi Hunsang Lee Sunkyung Kim Sunok Kim Seungryong Kim Kwanghoon Sohn Dongbo Min MDE 23 27 0 27 Sep 2020
Pareto-Optimal Bit Allocation for Collaborative Intelligence Saeed Ranjbar Alvar Ivan V. Bajić 10 29 0 25 Sep 2020