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Dropout Sampling for Robust Object Detection in Open-Set Conditions

Dropout Sampling for Robust Object Detection in Open-Set Conditions

18 October 2017
Dimity Miller
Lachlan Nicholson
Feras Dayoub
Niko Sünderhauf
    BDL
    UQCV
ArXivPDFHTML

Papers citing "Dropout Sampling for Robust Object Detection in Open-Set Conditions"

34 / 34 papers shown
Title
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection
Bin Zhang
Xiaoyang Qu
Guokuan Li
Jiguang Wan
Jianzong Wang
VLM
51
0
0
28 Mar 2025
Open-Set Object Detection By Aligning Known Class Representations
Open-Set Object Detection By Aligning Known Class Representations
Hiran Sarkar
Vishal M. Chudasama
N. Onoe
Pankaj Wasnik
Vineeth N. Balasubramanian
ObjD
44
5
0
31 Dec 2024
From Open Vocabulary to Open World: Teaching Vision Language Models to Detect Novel Objects
From Open Vocabulary to Open World: Teaching Vision Language Models to Detect Novel Objects
Zizhao Li
Zhengkang Xiang
Joseph West
Kourosh Khoshelham
ObjD
VLM
94
1
0
27 Nov 2024
On the Inherent Robustness of One-Stage Object Detection against Out-of-Distribution Data
On the Inherent Robustness of One-Stage Object Detection against Out-of-Distribution Data
Aitor Martinez-Seras
Javier Del Ser
Alain Andres
Pablo García Bringas
Pablo Garcia-Bringas
OODD
40
0
0
07 Nov 2024
Open World Object Detection: A Survey
Open World Object Detection: A Survey
Yiming Li
Yi Wang
Wenqian Wang
Dan Lin
Bingbing Li
Kim-Hui Yap
ObjD
30
0
0
15 Oct 2024
Can OOD Object Detectors Learn from Foundation Models?
Can OOD Object Detectors Learn from Foundation Models?
Jiahui Liu
Xin Wen
Shizhen Zhao
Y. Chen
Xiaojuan Qi
OODD
38
2
0
08 Sep 2024
YOLOOC: YOLO-based Open-Class Incremental Object Detection with Novel Class Discovery
Qian Wan
Xiang Xiang
Qinhao Zhou
ObjD
31
0
0
30 Mar 2024
SalienDet: A Saliency-based Feature Enhancement Algorithm for Object
  Detection for Autonomous Driving
SalienDet: A Saliency-based Feature Enhancement Algorithm for Object Detection for Autonomous Driving
Ning Ding
Ce Zhang
A. Eskandarian
28
10
0
11 May 2023
Towards Generalized Few-Shot Open-Set Object Detection
Towards Generalized Few-Shot Open-Set Object Detection
Binyi Su
Hua Zhang
Jingzhi Li
Zhongjun Zhou
43
9
0
28 Oct 2022
Learning to Discover and Detect Objects
Learning to Discover and Detect Objects
V. Fomenko
Ismail Elezi
Deva Ramanan
Laura Leal-Taixé
Aljosa Osep
ObjD
25
10
0
19 Oct 2022
Uncertainty Quantification of Collaborative Detection for Self-Driving
Uncertainty Quantification of Collaborative Detection for Self-Driving
Sanbao Su
Yiming Li
Sihong He
Songyang Han
Chen Feng
Caiwen Ding
Fei Miao
42
52
0
16 Sep 2022
Tunable Hybrid Proposal Networks for the Open World
Tunable Hybrid Proposal Networks for the Open World
Matthew J. Inkawhich
Nathan Inkawhich
H. Li
Yiran Chen
19
2
0
23 Aug 2022
UC-OWOD: Unknown-Classified Open World Object Detection
UC-OWOD: Unknown-Classified Open World Object Detection
Zhi-zong Wu
Yue Lu
Xingyu Chen
Zhengxing Wu
Liwen Kang
Junzhi Yu
13
55
0
23 Jul 2022
Rectifying Open-set Object Detection: A Taxonomy, Practical
  Applications, and Proper Evaluation
Rectifying Open-set Object Detection: A Taxonomy, Practical Applications, and Proper Evaluation
Yusuke Hosoya
Masanori Suganuma
Takayuki Okatani
ObjD
22
2
0
20 Jul 2022
Object Detection as Probabilistic Set Prediction
Object Detection as Probabilistic Set Prediction
Georg Hess
Christoffer Petersson
Lennart Svensson
19
5
0
15 Mar 2022
OpenTAL: Towards Open Set Temporal Action Localization
OpenTAL: Towards Open Set Temporal Action Localization
Wentao Bao
Qi Yu
Yu Kong
EDL
30
26
0
10 Mar 2022
Unknown-Aware Object Detection: Learning What You Don't Know from Videos
  in the Wild
Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild
Xuefeng Du
Xin Eric Wang
Gabriel Gozum
Yixuan Li
OODD
32
89
0
08 Mar 2022
Open-set 3D Object Detection
Open-set 3D Object Detection
Jun Cen
Peng Yun
Junhao Cai
M. Y. Wang
Meilin Liu
3DPC
22
37
0
02 Dec 2021
Task-Driven Deep Image Enhancement Network for Autonomous Driving in Bad
  Weather
Task-Driven Deep Image Enhancement Network for Autonomous Driving in Bad Weather
Younkwan Lee
Jihyo Jeon
Yeongmin Ko
B. Jeon
M. Jeon
41
26
0
14 Oct 2021
Objects in Semantic Topology
Objects in Semantic Topology
Shuo Yang
Pei Sun
Yi-Xin Jiang
Xiaobo Xia
Ruiheng Zhang
Zehuan Yuan
Changhu Wang
Ping Luo
Min Xu
ObjD
83
29
0
06 Oct 2021
Bayesian Active Learning for Sim-to-Real Robotic Perception
Bayesian Active Learning for Sim-to-Real Robotic Perception
Jianxiang Feng
Jongseok Lee
M. Durner
Rudolph Triebel
42
13
0
23 Sep 2021
Monte Carlo DropBlock for Modelling Uncertainty in Object Detection
Monte Carlo DropBlock for Modelling Uncertainty in Object Detection
K. Deepshikha
Sai Harsha Yelleni
P. K. Srijith
C.Krishna Mohan
BDL
UQCV
27
87
0
08 Aug 2021
Imperceptible Adversarial Examples for Fake Image Detection
Imperceptible Adversarial Examples for Fake Image Detection
Quanyu Liao
Yuezun Li
Xiaoqiang Guo
Bin Kong
Yingxin Zhu
Jianlei Liu
Zhuqing Jiang
Qi Song
Xi Wu
AAML
85
33
0
03 Jun 2021
Opening up Open-World Tracking
Opening up Open-World Tracking
Yang Liu
Idil Esen Zulfikar
Jonathon Luiten
Achal Dave
Deva Ramanan
Bastian Leibe
Aljosa Osep
Laura Leal-Taixé
20
51
0
22 Apr 2021
Towards Open World Object Detection
Towards Open World Object Detection
K. J. Joseph
Salman Khan
F. Khan
V. Balasubramanian
ObjD
19
448
0
03 Mar 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey
Semantics for Robotic Mapping, Perception and Interaction: A Survey
Sourav Garg
Niko Sünderhauf
Feras Dayoub
D. Morrison
Akansel Cosgun
...
Tat-Jun Chin
Ian Reid
Stephen Gould
Peter Corke
Michael Milford
17
115
0
02 Jan 2021
A Review and Comparative Study on Probabilistic Object Detection in
  Autonomous Driving
A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving
Di Feng
Ali Harakeh
Steven Waslander
Klaus C. J. Dietmayer
AAML
UQCV
EDL
18
221
0
20 Nov 2020
A Wholistic View of Continual Learning with Deep Neural Networks:
  Forgotten Lessons and the Bridge to Active and Open World Learning
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning
Martin Mundt
Yongjun Hong
Iuliia Pliushch
Visvanathan Ramesh
CLL
22
146
0
03 Sep 2020
Towards Better Performance and More Explainable Uncertainty for 3D
  Object Detection of Autonomous Vehicles
Towards Better Performance and More Explainable Uncertainty for 3D Object Detection of Autonomous Vehicles
Hujie Pan
Zining Wang
Wei Zhan
M. Tomizuka
UQCV
3DPC
20
27
0
22 Jun 2020
BayesOD: A Bayesian Approach for Uncertainty Estimation in Deep Object
  Detectors
BayesOD: A Bayesian Approach for Uncertainty Estimation in Deep Object Detectors
Ali Harakeh
Michael H. W. Smart
Steven L. Waslander
BDL
UQCV
11
115
0
09 Mar 2019
Probabilistic Object Detection: Definition and Evaluation
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
24
111
0
27 Nov 2018
Evaluating Merging Strategies for Sampling-based Uncertainty Techniques
  in Object Detection
Evaluating Merging Strategies for Sampling-based Uncertainty Techniques in Object Detection
Dimity Miller
Feras Dayoub
Michael Milford
Niko Sünderhauf
10
105
0
17 Sep 2018
QuadricSLAM: Dual Quadrics from Object Detections as Landmarks in
  Object-oriented SLAM
QuadricSLAM: Dual Quadrics from Object Detections as Landmarks in Object-oriented SLAM
Lachlan Nicholson
Michael Milford
Niko Sünderhauf
17
278
0
10 Apr 2018
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
249
9,134
0
06 Jun 2015
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