Uncertainty estimation in Deep Learning for Panoptic segmentation

4 April 2023

Papers citing "Uncertainty estimation in Deep Learning for Panoptic segmentation"

30 / 30 papers shown

Title
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 57 102 0 12 Oct 2022
Uncertainty-aware Panoptic Segmentation Kshitij Sirohi Sajad Marvi Daniel Buscher Wolfram Burgard EDL UQCV 47 26 0 29 Jun 2022
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation Qihang Yu Huiyu Wang Dahun Kim Siyuan Qiao Maxwell D. Collins Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT MedIm 80 92 0 17 Jun 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 207 2,355 0 02 Dec 2021
KITTI-360: A Novel Dataset and Benchmarks for Urban Scene Understanding in 2D and 3D Yiyi Liao Jun Xie Andreas Geiger 3DV 3DPC 73 579 0 28 Sep 2021
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks A. Malinin Neil Band Ganshin Alexander German Chesnokov ... Roginskiy Denis Mariya Shmatova Panos Tigas Boris Yangel UQCV OOD 75 130 0 15 Jul 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 202 1,532 0 13 Jul 2021
K-Net: Towards Unified Image Segmentation Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy ISeg 62 368 0 28 Jun 2021
Revisiting the Calibration of Modern Neural Networks Matthias Minderer Josip Djolonga Rob Romijnders F. Hubis Xiaohua Zhai N. Houlsby Dustin Tran Mario Lucic UQCV 98 365 0 15 Jun 2021
A Survey of Modern Deep Learning based Object Detection Models Syed Sahil Abbas Zaidi M. S. Ansari Asra Aslam N. Kanwal M. Asghar Brian Lee VLM ObjD 119 753 0 24 Apr 2021
Deep Deterministic Uncertainty: A Simple Baseline Jishnu Mukhoti Andreas Kirsch Joost R. van Amersfoort Philip Torr Y. Gal UD UQCV PER BDL 83 153 0 23 Feb 2021
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Huiyu Wang Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 104 530 0 01 Dec 2020
Fully Convolutional Networks for Panoptic Segmentation Yanwei Li Hengshuang Zhao Xiaojuan Qi Liwei Wang Zeming Li Jian Sun Jiaya Jia 95 171 0 01 Dec 2020
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Siyuan Qiao Liang-Chieh Chen Alan Yuille ObjD 67 767 0 03 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 372 13,025 0 26 May 2020
EfficientPS: Efficient Panoptic Segmentation Rohit Mohan Abhinav Valada 80 235 0 05 Apr 2020
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Huiyu Wang Yukun Zhu Bradley Green Hartwig Adam Alan Yuille Liang-Chieh Chen 3DPC 114 671 0 17 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 231 504 0 08 Mar 2020
Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning Arsenii Ashukha Alexander Lyzhov Dmitry Molchanov Dmitry Vetrov UQCV FedML 79 319 0 15 Feb 2020
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation Yibo Yang Hongyang Li Xia Li Qijie Zhao Jianlong Wu Zhouchen Lin ISeg 50 63 0 18 Nov 2019
Panoptic-DeepLab Bowen Cheng Maxwell D. Collins Yukun Zhu Ting Liu Thomas S. Huang Hartwig Adam Liang-Chieh Chen 59 612 0 10 Oct 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 85 627 0 19 Jun 2019
Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift Yaniv Ovadia Emily Fertig Jie Jessie Ren Zachary Nado D. Sculley Sebastian Nowozin Joshua V. Dillon Balaji Lakshminarayanan Jasper Snoek UQCV 159 1,691 0 06 Jun 2019
Panoptic Feature Pyramid Networks Alexander Kirillov Ross B. Girshick Kaiming He Piotr Dollár ISeg SSeg 110 1,285 0 08 Jan 2019
Probabilistic Object Detection: Definition and Evaluation David Hall Feras Dayoub John Skinner Haoyang Zhang Dimity Miller Peter Corke G. Carneiro A. Angelova Niko Sünderhauf UQCV 78 110 0 27 Nov 2018
Evidential Deep Learning to Quantify Classification Uncertainty Murat Sensoy Lance M. Kaplan M. Kandemir OOD UQCV EDL BDL 177 991 0 05 Jun 2018
CARLA: An Open Urban Driving Simulator Alexey Dosovitskiy G. Ros Felipe Codevilla Antonio M. López V. Koltun VLM 133 5,163 0 10 Nov 2017
Playing for Benchmarks Stephan R. Richter Zeeshan Hayder V. Koltun 76 470 0 21 Sep 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 225 8,468 0 17 Jun 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 352 4,704 0 15 Mar 2017