Niki Trigoni
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Professor of Computer Science at the University of Oxford
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Niki Trigoni's Degrees
- PhD Computer Science University of Oxford
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(Suggest an Edit or Addition)According to Wikipedia, Agathoniki Trigoni is a Greek computer scientist who is a professor in the University of Oxford Department of Computer Science and a Fellow of Kellogg College. Trigoni is the Chief Technology Officer of Navenio, a company she founded to provide scalable and accurate indoor location systems. She was elected a Fellow of the Royal Academy of Engineering in 2022.
Niki Trigoni's Published Works
Published Works
- RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds (2019) (731)
- DeepVO: Towards end-to-end visual odometry with deep Recurrent Convolutional Neural Networks (2017) (539)
- Supporting Search and Rescue Operations with UAVs (2010) (443)
- VINet: Visual-Inertial Odometry as a Sequence-to-Sequence Learning Problem (2017) (271)
- Visual SLAM and Structure from Motion in Dynamic Environments (2018) (242)
- Learning Object Bounding Boxes for 3D Instance Segmentation on Point Clouds (2019) (205)
- Delay-bounded routing in vehicular ad-hoc networks (2008) (192)
- VidLoc: A Deep Spatio-Temporal Model for 6-DoF Video-Clip Relocalization (2017) (188)
- Evolution and sustainability of a wildlife monitoring sensor network (2010) (180)
- 3D Object Reconstruction from a Single Depth View with Adversarial Learning (2017) (169)
- Multi-query Optimization for Sensor Networks (2005) (166)
- IONet: Learning to Cure the Curse of Drift in Inertial Odometry (2018) (165)
- Non-Line-of-Sight Identification and Mitigation Using Received Signal Strength (2015) (161)
- End-to-end, sequence-to-sequence probabilistic visual odometry through deep neural networks (2018) (152)
- Lightweight map matching for indoor localisation using conditional random fields (2014) (152)
- The Cougar Project: a work-in-progress report (2003) (150)
- Does BTLE measure up against WiFi? A comparison of indoor location performance (2014) (149)
- Towards Monocular Vision based Obstacle Avoidance through Deep Reinforcement Learning (2017) (143)
- GANVO: Unsupervised Deep Monocular Visual Odometry and Depth Estimation with Generative Adversarial Networks (2018) (107)
- Coordinated Search with a Swarm of UAVs (2009) (98)
- Selective Sensor Fusion for Neural Visual-Inertial Odometry (2019) (93)
- mID: Tracking and Identifying People with Millimeter Wave Radar (2019) (93)
- See through smoke: robust indoor mapping with low-cost mmWave radar (2019) (91)
- Magneto-Inductive NEtworked Rescue System (MINERS): Taking sensor networks underground (2012) (90)
- Dense 3D Object Reconstruction from a Single Depth View (2018) (88)
- Robust Attentional Aggregation of Deep Feature Sets for Multi-view 3D Reconstruction (2018) (84)
- A Survey on Deep Learning for Localization and Mapping: Towards the Age of Spatial Machine Intelligence (2020) (82)
- WILDSENSING: Design and deployment of a sustainable sensor network for wildlife monitoring (2012) (78)
- AtLoc: Attention Guided Camera Localization (2019) (78)
- Underground Localization in 3-D Using Magneto-Inductive Tracking (2012) (75)
- Gaussian Process Regression for Fingerprinting based Localization (2016) (75)
- Neighbor-Aided Localization in Vehicular Networks (2017) (73)
- Revealing the hidden lives of underground animals using magneto-inductive tracking (2010) (69)
- WaveScheduling: energy-efficient data dissemination for sensor networks (2004) (67)
- Robust pedestrian dead reckoning (R-PDR) for arbitrary mobile device placement (2014) (67)
- Efficient Data Propagation in Traffic-Monitoring Vehicular Networks (2011) (66)
- Distilling Knowledge From a Deep Pose Regressor Network (2019) (63)
- Learning with Training Wheels: Speeding up Training with a Simple Controller for Deep Reinforcement Learning (2018) (63)
- milliEgo: single-chip mmWave radar aided egomotion estimation via deep sensor fusion (2020) (62)
- Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model (2020) (62)
- Towards Semantic Segmentation of Urban-Scale 3D Point Clouds: A Dataset, Benchmarks and Challenges (2020) (61)
- Brick& Mortar: an on-line multi-agent exploration algorithm (2007) (60)
- Deep-Learning-Based Pedestrian Inertial Navigation: Methods, Data Set, and On-Device Inference (2020) (55)
- Probabilistic search with agile UAVs (2010) (53)
- OxIOD: The Dataset for Deep Inertial Odometry (2018) (52)
- Probabilistic target detection by camera-equipped UAVs (2010) (51)
- Hybrid Push-Pull Query Processing for Sensor Networks (2004) (50)
- Distortion Rejecting Magneto-Inductive Three-Dimensional Localization (MagLoc) (2015) (49)
- Impact of Rocks and Minerals on Underground Magneto-Inductive Communication and Localization (2016) (47)
- An Underwater Robotic Network for Monitoring Nuclear Waste Storage Pools (2009) (46)
- Learning Semantic Segmentation of Large-Scale Point Clouds With Random Sampling (2021) (46)
- Climate and the Individual: Inter-Annual Variation in the Autumnal Activity of the European Badger (Meles meles) (2014) (45)
- Keyframe based large-scale indoor localisation using geomagnetic field and motion pattern (2016) (44)
- SelfVIO: Self-Supervised Deep Monocular Visual-Inertial Odometry and Depth Estimation (2019) (44)
- Milli-RIO: Ego-Motion Estimation With Low-Cost Millimetre-Wave Radar (2020) (43)
- Zero-Velocity Detection—A Bayesian Approach to Adaptive Thresholding (2019) (41)
- A drift-tolerant model for data management in ocean sensor networks (2007) (39)
- DeepPCO: End-to-End Point Cloud Odometry through Deep Parallel Neural Network (2019) (39)
- Fusion of Radio and Camera Sensor Data for Accurate Indoor Positioning (2014) (38)
- Indoor Tracking Using Undirected Graphical Models (2015) (38)
- SUAAVE: Combining Aerial Robots and Wireless Networking (2010) (38)
- Robust Indoor Positioning With Lifelong Learning (2015) (37)
- Robust occupancy inference with commodity WiFi (2016) (36)
- Underground Incrementally Deployed Magneto-Inductive 3-D Positioning Network (2016) (35)
- Simultaneous Localization and Mapping with Power Network Electromagnetic Field (2018) (34)
- Deep Neural Network Based Inertial Odometry Using Low-Cost Inertial Measurement Units (2021) (34)
- Collaborative Sensing by Unmanned Aerial Vehicles (2009) (34)
- Utilizing Correlations to Compress Time-Series in Traffic Monitoring Sensor Networks (2007) (33)
- Identification and mitigation of non-line-of-sight conditions using received signal strength (2013) (33)
- TIME: An Open Platform for Capturing, Processing and Delivering Transport-Related Data (2008) (33)
- DeepTIO: A Deep Thermal-Inertial Odometry With Visual Hallucination (2019) (31)
- Encounter based sensor tracking (2012) (31)
- Rapid exploration of unknown areas through dynamic deployment of mobile and stationary sensor nodes (2009) (31)
- Correlation-based data dissemination in traffic monitoring sensor networks (2006) (30)
- Snoopy: Sniffing Your Smartwatch Passwords via Deep Sequence Learning (2018) (30)
- Tracking People in Highly Dynamic Industrial Environments (2017) (29)
- SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds with 1000x Fewer Labels (2021) (29)
- Robot-assisted discovery of evacuation routes in emergency scenarios (2008) (29)
- MotionTransformer: Transferring Neural Inertial Tracking between Domains (2019) (29)
- Multiple-Model Fully Convolutional Neural Networks for Single Object Tracking on Thermal Infrared Video (2018) (29)
- Energy−Efficient Data Management for Sensor Networks: A Work−In−Progress Report (2003) (28)
- Learning Monocular Visual Odometry through Geometry-Aware Curriculum Learning (2019) (28)
- Wildlife and environmental monitoring using RFID and WSN technology (2009) (27)
- Distributed localization in cluttered underwater environments (2010) (27)
- 3D Object Dense Reconstruction from a Single Depth View (2018) (27)
- On Assessing the Accuracy of Positioning Systems in Indoor Environments (2013) (26)
- A new Magneto‐Inductive tracking technique to uncover subterranean activity: what do animals do underground? (2015) (26)
- VidLoc: 6-DoF Video-Clip Relocalization (2017) (25)
- TwinRoute: Energy-Efficient Data Collection in Fixed Sensor Networks with Mobile Sinks (2009) (25)
- Robust localization in cluttered environments with NLOS propagation (2010) (25)
- Discrete Gene Regulatory Networks (dGRNs): A Novel Approach to Configuring Sensor Networks (2010) (23)
- Heart Rate Sensing with a Robot Mounted mmWave Radar (2020) (23)
- Wave scheduling and routing in sensor networks (2007) (21)
- Sensor network algorithms and applications (2012) (20)
- 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations (2018) (20)
- Accurate Positioning via Cross-Modality Training (2015) (20)
- SensatUrban: Learning Semantics from Urban-Scale Photogrammetric Point Clouds (2022) (20)
- Convex programming based robust localization in NLOS prone cluttered environments (2011) (19)
- Effect of rainfall on link quality in an outdoor forest deployment (2010) (19)
- PointLoc: Deep Pose Regressor for LiDAR Point Cloud Localization (2020) (19)
- Accuracy Estimation for Sensor Systems (2015) (18)
- An active‐radio‐frequency‐identification system capable of identifying co‐locations and social‐structure: Validation with a wild free‐ranging animal (2017) (18)
- DynaNet: Neural Kalman Dynamical Model for Motion Estimation and Prediction (2019) (17)
- Deepauth: in-situ authentication for smartwatches via deeply learned behavioural biometrics (2018) (17)
- Human tracking and identification through a millimeter wave radar (2021) (16)
- A Study of Approximate Data Management Techniques for Sensor Networks (2006) (16)
- SCAN: Learning Speaker Identity from Noisy Sensor Data (2017) (15)
- Routing and processing multiple aggregate queries in sensor networks (2006) (15)
- Performance evaluation of IEEE 802.15.4 with real time queueing analysis (2018) (15)
- Learning With Stochastic Guidance for Robot Navigation (2020) (14)
- Interactive Query Formulation in Semistructured Databases (2002) (13)
- The Automatic Evolution of Distributed Controllers to Configure Sensor Network Operation (2011) (13)
- - Temporal Model for 6-DoF VideoClip Relocalization (12)
- Fault-Tolerant Compression Algorithms for Delay-Sensitive Sensor Networks with Unreliable Links (2008) (11)
- WILDSENSING (2012) (10)
- Practical Issues in Deploying Mobile Agents to Explore a Sensor-Instrumented Environment (2011) (10)
- VeriNet: User Verification on Smartwatches via Behavior Biometrics (2017) (10)
- Graph-Based Thermal–Inertial SLAM With Probabilistic Neural Networks (2021) (9)
- Increasing the efficiency of 6-DoF visual localization using multi-modal sensory data (2016) (8)
- Balancing Reconstruction Quality and Regularisation in ELBO for VAEs (2019) (8)
- Robust vision-based indoor localization (2015) (8)
- GraphTinker: Outlier rejection and inlier injection for pose graph SLAM (2017) (8)
- SelectFusion: A Generic Framework to Selectively Learn Multisensory Fusion (2019) (8)
- Towards a Formal Type System for ODMG OQL (2000) (8)
- FootSLAM Meets Adaptive Thresholding (2019) (8)
- RadarLoc: Learning to Relocalize in FMCW Radar (2021) (8)
- Cut, Distil and Encode (CDE): Split Cloud-Edge Deep Inference (2021) (8)
- Comparison of Accuracy Estimation Approaches for Sensor Networks (2013) (7)
- Distributed constraint optimisation for resource limited sensor networks (2013) (7)
- Distortion Rejecting Magneto−inductive 3−D Localization (MagLoc) (2015) (7)
- Efficient Indoor Positioning with Visual Experiences via Lifelong Learning (2019) (7)
- Autonomous Learning for Face Recognition in the Wild via Ambient Wireless Cues (2019) (7)
- VMLoc: Variational Fusion For Learning-Based Multimodal Camera Localization (2021) (7)
- DEFO-NET: Learning Body Deformation Using Generative Adversarial Networks (2018) (7)
- Learning 3D Scene Semantics and Structure from a Single Depth Image (2018) (7)
- SnapNav: Learning Mapless Visual Navigation with Sparse Directional Guidance and Visual Reference (2020) (7)
- DeepAoANet: Learning Angle of Arrival From Software Defined Radios With Deep Neural Networks (2021) (7)
- iMag: Accurate and Rapidly Deployable Inertial Magneto-Inductive Localisation (2018) (7)
- Directions in Multi−Query Optimization for Sensor Networks (2005) (7)
- Robust Attentional Aggregation of Deep Feature Sets for Multi-view 3D Reconstruction (2019) (6)
- Semantic optimization of OQL queries (2001) (6)
- Characterization of non-line-of-sight (NLOS) bias via analysis of clutter topology (2012) (6)
- P2-Net: Joint Description and Detection of Local Features for Pixel and Point Matching (2021) (6)
- Inferring the Principal Type and the Schema Requirements of an OQL Query (2001) (6)
- Application Scenarios (2013) (6)
- Dynamic node placement for multi-hop localization in cluttered environments (2011) (5)
- Autonomous Learning of Speaker Identity and WiFi Geofence From Noisy Sensor Data (2019) (5)
- SoundDet: Polyphonic Moving Sound Event Detection and Localization from Raw Waveform (2021) (5)
- RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds (2022) (5)
- Acoustic Sensor Networks for Decommissioning (2011) (5)
- Snoopy (2018) (5)
- Using association rules to add or eliminate query constraints automatically (2001) (5)
- CubeLearn: End-to-end Learning for Human Motion Recognition from Raw mmWave Radar Signals (2021) (5)
- Learning Selective Sensor Fusion for State Estimation. (2019) (5)
- 3D Motion Capture of an Unmodified Drone with Single-chip Millimeter Wave Radar (2021) (4)
- Milli-RIO: Ego-Motion Estimation with Millimetre-Wave Radar and Inertial Measurement Unit Sensor (2019) (4)
- Mapping Legacy Storage Ponds (2011) (4)
- CommonSense: Collaborative learning of scene semantics by robots and humans (2018) (4)
- Fault-tolerant Compression Algorithms for Sensor Networks with Unreliable Links (2008) (4)
- Combining Sensor Selection with Routing and Scheduling in Wireless Sensor Networks (2011) (4)
- SoundDet: Polyphonic Sound Event Detection and Localization from Raw Waveform (2021) (4)
- Lightweight map matching for indoor localization using conditional random fields (BEST PAPER) (2014) (4)
- Learning from Data Streams: Processing Techniques in Sensor Networks. Chapter 6: Querying of Sensor Data (2007) (4)
- Sensor Fusion for Magneto-Inductive Navigation (2019) (3)
- Impact of Drifter Deployment on the Quality of Ocean Sensing (2008) (3)
- Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction (2021) (3)
- Transferring Physical Motion Between Domains for Neural Inertial Tracking (2018) (3)
- Wireless Sensor Networks (2010) (3)
- 3-D Motion Capture of an Unmodified Drone with Single-chip Millimeter Wave Radar (2020) (3)
- Semantic Place Understanding for Human–Robot Coexistence—Toward Intelligent Workplaces (2019) (3)
- Energy-Efficient Data Management For Sensor Networks : A WorkIn-Progress Report (2003) (3)
- milliEgo: mmWave Aided Egomotion Estimation with Deep Sensor Fusion (2020) (3)
- Map-aided Navigation for Emergency Searches (2019) (3)
- Poster Abstract: Efficient Visual Positioning with Adaptive Parameter Learning (2016) (3)
- Being there: humans and robots in public spaces (2013) (3)
- Magneto-inductive tracking of underground animals (2010) (3)
- Querying of Sensor Data (2007) (3)
- Jointly optimizing data acquisition and delivery in traffic monitoring VANETs (2009) (3)
- Deep learning-based robust positioning for all-weather autonomous driving (2022) (3)
- Opportunistic Radio Assisted Navigation for Autonomous Ground Vehicles (2015) (2)
- Interplay of Processing and Routing in Aggregate Query Optimization for Sensor Networks (2008) (2)
- HybridExploration: A distributed approach to terrain exploration using mobile and fixed sensor nodes (2008) (2)
- No Pain, Big Gain: Classify Dynamic Point Cloud Sequences with Static Models by Fitting Feature-level Space-time Surfaces (2022) (2)
- Adaptive node placement for improving localization accuracy in clutter-prone environments (2013) (2)
- CommonSense (2018) (2)
- Efficient visual positioning with adaptive parameter learning: poster abstract (2016) (2)
- Leveraging User Activities and Mobile Robots for Semantic Mapping and User Localization (2017) (2)
- Learning with Stochastic Guidance for Navigation (2018) (2)
- milliMap: Robust Indoor Mapping with Low-cost mmWave Radar (2019) (2)
- WiSE-ALE: Wide Sample Estimator for Aggregate Latent Embedding (2019) (2)
- Graph-theoretic approach for UAV-aided network connectivity (2018) (1)
- Neural Allocentric Intuitive Physics Prediction from Real Videos (2018) (1)
- iMag+: An Accurate and Rapidly Deployable Inertial Magneto-Inductive SLAM System (2021) (1)
- Deep Odometry Systems on Edge with EKF-LoRa Backend for Real-Time Positioning in Adverse Environment (2021) (1)
- Advances and Challenges in Underground Sensing (2017) (1)
- EgoCap and EgoFormer: First-Person Image Captioning with Context Fusion (2022) (1)
- Deep Odometry Systems on Edge with EKF-LoRa Backend for Real-Time Indoor Positioning (2022) (1)
- The Impact of Localization Errors on the Performance of the Ants Exploration Algorithm (2009) (1)
- Poster Abstract : A Case for Magneto-Inductive Indoor Localization (2014) (1)
- Meta-Sampler: Almost-Universal yet Task-Oriented Sampling for Point Clouds (2022) (1)
- A Case for Magneto−Inductive Indoor Localization (BEST POSTER AWARD) (2014) (1)
- Uncertainty Estimation with a VAE-Classifier Hybrid Model (2022) (1)
- When the Sun Goes Down: Repairing Photometric Losses for All-Day Depth Estimation (2022) (1)
- Demo: IMU−Aided Magneto−Inductive Localization (2014) (1)
- milliEgo (2020) (1)
- Magneto-Inductive Tracking in Underground Environments (2017) (1)
- Towards Self-supervised Face Labeling via Cross-modality Association (2017) (1)
- Multiscale Human Activity Recognition and Anticipation Network. (2022) (1)
- Proceedings of the 11th European Conference on Wireless Sensor Networks - Volume 8354 (2014) (1)
- Learning Inner-Group Relations on Point Clouds (2021) (1)
- Demo Abstract: Magneto−inductive tracking of underground animals (2010) (1)
- Data Management in Mobile Ad−Hoc Ocean Sensor Networks (2007) (1)
- SCAN: Learning Speaker Identity From Noisy Sets of Sensor Data (2017) (0)
- Editorial for special issue on "D-Sense: Algorithms, systems and applications of distributed sensing" (2021) (0)
- High-precision Indoor Positioning Systems - Challenges and Research Directions (2013) (0)
- Poster: WiFi sensors meet visual tracking for an accurate positioning system (2014) (0)
- Balancing Reconstruction Quality and Regularisation in Evidence Lower Bound for Variational Autoencoders (2019) (0)
- Message from the General Chair and Program Chairs (2019) (0)
- Title Combining sensor selection with routing and scheduling in wireless sensor networks (0)
- Accuracy estimation for sensor networks (2014) (0)
- 2018 Stakeholder Meeting Presentations, Day 3, Room 30A (2018) (0)
- Contest Abstract : Agile Indoor Positioning with Smart Glasses (2015) (0)
- Inference of spatial distribution from multi-sensor measurements along trajectories with inaccurate location information (2017) (0)
- Invited Paper: Hierarchical Activity Recognition with Smartwatch IMU (2023) (0)
- Magneto−Inductive Underground Tracking: Principles and Systems (2016) (0)
- Tightly-Coupled Integration of Inertial and Magneto-Inductive Sensors for Large-Scale Indoor Localization (2018) (0)
- Dynamic Deployment of Mobile and Stationary Sensor Nodes for the Rapid Exploration of Emergency Areas (2007) (0)
- Indoor Tracking Using Conditional Random Fields (2014) (0)
- Snoopy: Sniffing Your Passwords from Motion Sensors on Smartwatches (2017) (0)
- Proceedings of the 3rd International Conference on GeoSensor Networks (2009) (0)
- Demo: Lightweight continuous indoor tracking system (2014) (0)
- AGGREGATE LATENT EMBEDDING (2019) (0)
- WiSE-ALE: Wide Sample Estimator for Approximate Latent Embedding (2019) (0)
- Contest Abstract : IMU-Aided Magneto-Inductive Localization (2014) (0)
- Delay-tolerant data collection in sensor networks with mobile sinks (2012) (0)
- An Indoor Localization System using Low-frequency Magnetic Fields (2015) (0)
- A pervasive computing paradigm for fast terrain exploration (2006) (0)
- Scene Understanding in Emergency Applications: Challenges and Lessons Learnt (2022) (0)
- Demo Abstract : Lightweight Continuous Indoor Tracking System (2014) (0)
- A Model for Motion Pattern Discovery in Ocean Drifter Networks (2007) (0)
- SensatUrban: Learning Semantics from Urban-Scale Photogrammetric Point Clouds (2022) (0)
- DeepCIR: Insights into CIR-based Data-driven UWB Error Mitigation (2022) (0)
- Demo Abstract: Indoor Positioning System in Visually-Degraded Environments with Millimetre-Wave Radar and Inertial Sensors (2020) (0)
- Multi-agent exploration of unknown areas (2010) (0)
- Cooperative, range-based localization for mobile sensors (2013) (0)
- Real-Time Hybrid Mapping of Populated Indoor Scenes using a Low-Cost Monocular UAV (2022) (0)
- Edinburgh Explorer Learning Selective Sensor Fusion for State Estimation (2022) (0)
- Sample, Crop, Track: Self-Supervised Mobile 3D Object Detection for Urban Driving LiDAR (2022) (0)
- MVLoc: Multimodal Variational Geometry-Aware Learning for Visual Localization (2020) (0)
- WiSE-VAE: Wide Sample Estimator VAE (2019) (0)
- Effect of clutter topology on multi-hop localizer placement (2014) (0)
- Appendices for Meta-Sampler (2022) (0)
- Deepauth (2018) (0)
- Indoor positioning system in visually-degraded environments with millimetre-wave radar and inertial sensors: demo abstract (2020) (0)
- Automatic Face Recognition Adaptation via Ambient Wireless Identifiers (2018) (0)
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Niki Trigoni is affiliated with the following schools: