Dense Out-of-Distribution Detection by Robust Learning on Synthetic
Negative Data

Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data

23 December 2021

Petra Bevandić

Zoran Kalafatić

Sinivsa vSegvić

Papers citing "Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data"

15 / 15 papers shown

Title
Anomalies by Synthesis: Anomaly Detection using Generative Diffusion Models for Off-Road Navigation Siddharth Ancha Sunshine Jiang Travis Manderson Laura Brandt Yilun Du Philip R. Osteen Nicholas Roy 70 0 0 28 May 2025
Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation Sanghun Jung Jungsoo Lee Daehoon Gwak Sungha Choi Jaegul Choo 100 93 0 23 Jul 2021
OpenGAN: Open-Set Recognition via Open Data Generation Shu Kong Deva Ramanan 46 215 0 07 Apr 2021
Adversarial Reciprocal Points Learning for Open Set Recognition Guangyao Chen Peixi Peng Xiangqian Wang Yonghong Tian 70 288 0 01 Mar 2021
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Yixuan Li OODD 170 1,332 0 08 Oct 2020
Scaling Out-of-Distribution Detection for Real-World Settings Dan Hendrycks Steven Basart Mantas Mazeika Andy Zou Joe Kwon Mohammadreza Mostajabi Jacob Steinhardt D. Song OODD 75 465 0 25 Nov 2019
Panoptic-DeepLab Bowen Cheng Maxwell D. Collins Yukun Zhu Ting Liu Thomas S. Huang Hartwig Adam Liang-Chieh Chen 30 610 0 10 Oct 2019
Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift Petra Bevandić Ivan Kreso Marin Orsic Sinisa Segvic 42 81 0 03 Aug 2019
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Hermann Blum Paul-Edouard Sarlin Juan I. Nieto Roland Siegwart Cesar Cadena UQCV 19 157 0 05 Apr 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 77 1,467 0 11 Dec 2018
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 177 3,110 0 09 Jul 2018
Predictive Uncertainty Estimation via Prior Networks A. Malinin Mark Gales UD BDL EDL UQCV PER 143 907 0 28 Feb 2018
A General and Adaptive Robust Loss Function Jonathan T. Barron OOD DRL 87 536 0 11 Jan 2017
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 484 11,540 0 06 Apr 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 352 2,563 0 25 Jan 2016

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