Signal Processing & Artificial-intelligence (SPA) Laboratory
Publications
International Journals / Highlighted Conference Papers
*Corresponding author
2024
[NeurIPS24] (Update!) J. Kim, M. Seong, and J. W. Choi*, "CRT-Fusion: Camera, Radar, Temporal Fusion Using Motion Information for 3D Object Detection," accepted to Neural Information Processing Systems (NeurIPS) 2024. [pdf]
[NC24] (Update!) S. H. Lee, T. Son, J. Kim, S. W. Seo, and J. W. Choi*, "JARViS: Detecting Actions in Video Using Unified Actor-Scene Context Relation Modeling," accepted to NeuroComputing [pdf]
[ECCV24] (Oral presentation) S. Choi, J. Kim, H. Shin, and J. W. Choi*, "Mask2Map: Vectorized HD Map Construction Using Bird's Eye View Segmentation Masks," accepted to European Conference on Computer Vision (ECCV) 2024. [pdf]
[ECCV24] J. S. Baik, I. Y. Yoon, K. H. Kim, and J. W. Choi*, "Distribution-Aware Robust Learning from Long-Tailed Data with Noisy Labels," accepted to European Conference on Computer Vision (ECCV) 2024. [pdf]
[TIV24] Y. Kim, J. Lee, C. Park, H. Kim, I. Lim, C. Chang, and J. W. Choi*, "Semi-Supervised Domain Adaptation Using Target-Oriented Domain Augmentation for 3D Object Detection" accepted to IEEE Trans. Intelligent Vehicles. (Joint work with Kakao Mobility) [pdf]
[CVPR24] G. Bang, K. Choi, J. Kim, D. Kum, and J. W. Choi*, "RadarDistill: Boosting Radar-based Object Detection Performance via Knowledge Distillation from LiDAR Features," IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024. [pdf]
[ICRA24] J. Kim, M. Seong, G. Bang, D. Kum, and J. W. Choi*, "RCM-Fusion: Radar-Camera Multi-Level Fusion for 3D Object Detection," IEEE International Conference on Robotics and Automation (ICRA) 2024. [pdf]
[ICRA24] K. Park, Y. Kim, J. Koh, B. Park, and J. W. Choi*, "FG-PFE: Fine-Grained Pillar Feature Encoding via Spatio-Temporal Virtual Grid for 3D Object Detection," IEEE International Conference on Robotics and Automation (ICRA) 2024. [pdf]
[ICRA24] J. Kim, G. Bang, K. Choi, M. Seong, J. C. Yoo, E. Pyo, and J. W. Choi*, " PillarGen: Enhancing Radar Point Cloud Density and Quality via Pillar-based Point Generation Network," IEEE International Conference on Robotics and Automation (ICRA) 2024. (Joint work with HL Klemove) [pdf]
[HPCA24] M. Lee, S. Park, H. Kim, M. Yoon, J. Lee, J. W. Choi, N. S. Kim, M. Kang, and J. Choi*, "SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving" IEEE International Symposium on High-Performance Computer Architecture (HPCA) 2024. (accept ratio: 18.29%)
[PR24] J. S. Baik, I. U. Yoon, and J. W. Choi*, "DBN-Mix: Training Dual Branch Network Using Bilateral Mixup Augmentation for Long-tailed Visual Recognition," Pattern Recognition, vol. 147, 2024. [pdf]
Y. Kim, K. Park, M. Kim, D. S. Kum, and J. W. Choi* "3D Dual-Fusion: Dual-domain dual-query camera-LiDAR fusion for 3D object detection," arXiv:2211.13529. [pdf]
K. Yang, K. Koh, and J. W. Choi*, "Unified Contrastive Fusion Transformer for Multimodal Human Action Recognition," arXiv:2309.05032, submitted to Pattern Recognition. [pdf]
2023
[NeurIPS23] J. Bae, J. Kim, J. Yun, C. Kang, J. Lee, J. Choi, C. Kim, J. Choi, and J. W. Choi*, "SiT Dataset: Socially Interactive Pedestrian Trajectory Dataset for Social Navigation Robots," Neural Information Processing Systems (NeurIPS) Dataset and Benchmarks Track 2023. [Dataset]
[ICCV23] S. Choi, J. Yoon, J. Kim, and J. W. Choi*, "R-Pred: Two-Stage Motion Prediction Via Tube-Query Attention-Based Trajectory Refinement," International Conference on Computer Vision (ICCV) 2023. [pdf]
[ICCV23] Y. Kim, S. Kim, J. Shin, J. W. Choi, and D. S. Kum*, "CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception," International Conference on Computer Vision (ICCV) 2023. [pdf]
[AAAI23] J. Koh, J. Lee, Y. Lee, J. Kim, and J. W. Choi*, "MGTANet: Encoding Sequential LiDAR Points Using Long Short-Term Motion-Guided Temporal Attention for 3D Object Detection," AAAI Conference on Artificial Intelligence 2023, 37(1), 1179-1187. [pdf] (code available: https://github.com/HYjhkoh/MGTANet.git)
[AAAI23] Y. Kim, S. Kim, J. W. Choi, and D. S. Kum*, "CRAFT: Camera-Radar 3D Object Detection with Spatio-Contextual Fusion Transformer," AAAI Conference on Artificial Intelligence 2023, 37(1), 1160-1168. [pdf]
[ICRA23] J. Lee, J. Koh, Y. Lee and J. W. Choi*, "D-Align: Dual Query Co-attention Network for 3D Object Detection Based on Multi-frame Point Cloud Sequence," IEEE International Conference on Robotics and Automation (ICRA), London, UK, 2023, pp. 9238-9244. [pdf] (code available: https://github.com/junhyung-SPALab/D-Align)
[TWC23] H. Park, J. Kang, S. Lee, J. W. Choi, and S. W. Kim*, "Deep Q-Network Based Beam Tracking for Mobile Millimeter-Wave Communications," IEEE Trans. Wireless Communications, vol. 22, no. 2, pp. 961-971, Feb. 2023. [pdf]
[RAL23] S. Kim, H. Jeon, J. W. Choi, and D. Kum*, "Diverse multiple trajectory prediction using a two-stage prediction network trained with lane loss," IEEE Robotics and Automation Letters," vol. 8, no. 4, pp. 2038-2045, April. 2023.
[TITS23] Y. Kim, S. Kim, S. Sim, J. W. Choi, and D. S. Kum*, "Boosting monocular 3D object detection with object-centric auxiliary depth supervision," IEEE Trans. Intelligent Transportation Systems, vol. 24, no. 2, pp. 1801-1813, Feb 2023. [pdf]
[TITS23] H. Jeon, S. Kim, K. Lee, D. Kang, J. W. Choi, and D. S. Kum*, "Are Reactions to Ego Vehicles Predictable Without Data?: A Semi-Supervised Approach," IEEE Trans. Intelligent Transportation Systems, vol. 24, no. 6, pp. 6477-6490, June 2023.
2022
[AAAI22] J. Koh, J. Kim, J. H. Yoo, Y. Kim, D. S. Kum, and J. W. Choi*, "Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds," AAAI Conference on Artificial Intelligence, 36(1), 1210-1218. [pdf]
[ACCV22] J. S. Baik, I. Y. Yoon, and J. W. Choi*, "ST-CoNAL: Consistency-Based Acquisition Criterion Using Temporal Self-ensemble for Active Learning," Asian Conference on Computer Vision (ACCV) 2022, pp. 3274-3290. [pdf]
J. H. Lee, J. S. Baik, T. H. Hwang, and J. W. Choi*, "Learning from data with noisy labels using temporal self-ensemble," arXiv:2207.10354. [pdf]
배종욱, 이영우, 고준호, 이재영, 최준원, "카메라-라이다 센서 융합을 위한 캘리브레이션 기법 소개," 한국자동차공학회 논문집 제30권 제10호
2021
[CVPR21] B. Kim, S. H. Park, S. Lee, E. Khoshimjonov, D. Kum, J. Kim, J. S. Kim, and J. W. Choi*, “LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic Agents,” IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021, Nashville, TN, USA, 2021, pp. 14631-14640. (code available: https://github.com/bdokim/LaPred) [pdf]
[ICRA21] J. Koh, J. Kim, Y. Shin, B. Lee, S. Yang and J. W. Choi*, "Joint Representation of Temporal Image Sequences and Object Motion for Video Object Detection," IEEE International Conference on Robotics and Automation (ICRA) 2021, pp. 13370-13376. [pdf]
[JG21] Y. Shin, H. Cho, H. C. Jeong, M. S., J. W. Choi*, and W. J. Lee*, "Deep learning-based diagnosis of glaucoma using wide-field optical coherence tomography images," Journal of Glaucoma, vol. 30(9), pp. 803-812, Sep 2021. [pdf]
[TCOM21] S. H. Lim, S. Kim, B. Shim, and J. W. Choi*, "Deep Learning-Based Beam Tracking for Millimeter-Wave Communications Under Mobility," IEEE Trans. on Communications, vol. 69, no. 11, pp. 7458-7469, Nov. 2021. [pdf]
[ACCESS21] J. Kwon, J. Ha, D. Kim, J. W. Choi, L. Kim*, "Emotion Recognition Using a Glasses-Type Wearable Device via Multi-Channel Facial Responses," IEEE Access, vol. 9, pp. 146392-146403, Oct. 2021. [pdf]
2020
[ECCV20] J. H. Yoo, Y. C. Kim, J. S. Kim, and J. W. Choi*, "3D-CVF: Generating joint camera and LiDAR features using cross-view spatial feature mapping for 3D object detection," European Conference on Computer Vision (ECCV) 2020, pp. 720-736. (4th ranked in KITTI 3D & BEV detection benchmark as of 2020 March, code available: https://github.com/rasd3/3D-CVF). [pdf]
[TSP20] J. H. Yoo, S. H. Lim, and J. W. Choi*, "Estimation of Dynamically Varying Support of Sparse Signals via Sequential Monte-Carlo Method," IEEE Trans. Signal Processing, vol. 68, pp. 4135-4147, July 2020. [pdf]
[TCOM20] S. H. Lim, S. Kim, B. Shim, and J. W. Choi*, "Efficient Beam Training and Sparse Channel Estimation for Millimeter Wave Communications Under Mobility," IEEE Trans. Communications, vol. 68, no. 10, pp. 6583 - 6596, Oct. 2020. [pdf]
[IROS20] H, Jeon, J. W. Choi, and D. S. Kum*, "SCALE-Net: Scalable Vehicle Trajectory Prediction Network under Random Number of Interacting Vehicles via Edge-enhanced Graph Convolutional Neural Network," IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020, pp. 2095-2102. [pdf]
[IROS20] Y. S. Kim, D. S. Kum*, and J. W. Choi, "GRIF Net: Gated Region of Interest Fusion Network for Robust 3D Object Detection from Radar Point Cloud and Monocular Image," IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020, pp. 10857-10864. [pdf]
[TWC20] S. Kim, J. W. Choi, and B. Shim*, "Downlink Pilot Precoding and Compressed Channel Feedback for FDD-Based Cell-Free Systems," IEEE Trans. Wireless Communications, vol. 19, no. 6, pp 3658-3672, June 2020. [pdf]
[ITSC20] S. Kim, D. S. Kum*, and J. W. Choi, "RECUP Net: RECUrsive Prediction Network for Surrounding Vehicle Trajectory Prediction with Future Trajectory Feedback," IEEE International Conference on Intelligent Transportation Systems (ITSC) 2020, pp. 1-6. [pdf]
[ICPR20] J. Kim, J. Koh, B. Lee, S. Yang, and J. W. Choi*, "Video Object Detection Using Object's Motion Context and Spatio-Temporal Feature Aggregation," International Conference on Pattern Recognition (ICPR) 2020, pp. 1604-1610. [pdf]
[ICPR20] J. H. Yoo, D. S. Kum and J. W. Choi*, "ScarfNet: Multi-scale Features with Deeply Fused and Redistributed Semantics for Enhanced Object Detection," International Conference on Pattern Recognition (ICPR) 2020, pp. 4505-4512. [pdf]
2019
[IV19] Y. Kim, J. Kim, J. Koh, and J. W. Choi*, "Enhanced Object Detection in Bird's Eye View Using 3D Global Context Inferred From Lidar Point Data," IEEE Intelligent Vehicles Symposium (IV) 2019, pp. 2516-2521. [pdf]
[ITSC19] J. Lee and J. W. Choi*, "May I Cut Into Your Lane?: A Policy Network to Learn Interactive Lane Change Behavior for Autonomous Driving," IEEE Intelligent Transportation Systems Conference (ITSC) 2019, pp. 4342-4347. [pdf]
[TITS19] S. Kong*, Y. Lv, H. L. Vu, J. Cano, J. W. Choi, D. Kum, and B. T. Morris, "Guest Editorial Introduction to the Special Issue on Intelligent Transportation Systems Empowered by AI Technologies," IEEE Trans. Intelligent Transportation Systems, vol. 20, no. 10, pp. 3765-3770, Oct. 2019.
[WCOML19] S. A. Irtaza, S. H. Lim, and J. W. Choi*, "Greedy Data-Aided Active User Detection for Massive Machine Type Communications," IEEE Wireless Communications Letter, vol 8, no. 4, pp. 1224-1227, Aug. 2019. [pdf]
2018
[ACCV18] J. Kim, J. Koh, Y. Kim, J. Choi, Y. Hwang, and J. W. Choi*, "Robust deep multi-modal learning based on gated information fusion network," Asian Conference on Computer Vision (ACCV) 2018, pp 90-106. [pdf]
[IV18] S. H. Park, B. Kim, C. M. Kang, C. C. Chung and J. W. Choi*, "Sequence-to-Sequence Prediction of Vehicle Trajectory via LSTM Encoder-Decoder Architecture," IEEE Intelligent Vehicles Symposium (IV), Changshu, China, 2018, pp. 1672-1678. (among 5% selected as single track oral presentation) [pdf]
[IV18] J. Kim, J. Choi, Y. Kim, J. Koh, C. C. Chung, and J. W. Choi*, "Robust Camera Lidar Sensor Fusion Via Deep Gated Information Fusion Network," IEEE Intelligent Vehicles Symposium (IV), Changshu, China, 2018, pp. 1620-1625. (among 5% selected as single track oral presentation). [pdf]
2017
[ITSC17] B. Kim, C. M. Kang, J. Kim, S. H. Lee, C. C. Chung and J. W. Choi*, "Probabilistic vehicle trajectory prediction over occupancy grid map via recurrent neural network," IEEE 20th International Conference on Intelligent Transportation Systems (ITSC), Yokohama, Japan, 2017, pp. 399-404. [pdf]
[ITSC17] H. Chae, C. M. Kang, B. Kim, J. Kim, C. C. Chung and J. W. Choi*, "Autonomous braking system via deep reinforcement learning,"IEEE 20th International Conference on Intelligent Transportation Systems (ITSC), Yokohama, Japan, 2017, pp. 1-6. [pdf]
[COMST17] J. W. Choi, B. Shim*, Y. Ding, B. Rao and D. I. Kim, "Compressed Sensing for Wireless Communications: Useful Tips and Tricks," IEEE Communications Surveys & Tutorials, vol. 19, no. 3, pp. 1527-1550, Thirdquarter 2017. [pdf]
[TCOM17] S. Park, J. W. Choi, J. Seol and B. Shim*, "Expectation-Maximization-Based Channel Estimation for Multiuser MIMO Systems," IEEE Trans. Communications, vol. 65, no. 6, pp. 2397-2410, June 2017. [pdf]
[TSP17] J. W. Choi and B. Shim*, "Detection of Large-Scale Wireless Systems via Sparse Error Recovery," IEEE Trans. Signal Processing, vol. 65, no. 22, pp. 6038-6052, Nov. 2017. [pdf]
[CSS17] I. Chang, S. Park and J. W. Choi*, "Design of Low-Power Voltage Scalable Arithmetic Units with Perfect Timing Error Cancelation," Circuits Syst Signal Process 36, 4309–4325 (2017). [pdf]
[TCOM17] S. Chang, H. Park, J. W. Choi, and J. Choi*, "Scalable Source Transmission With Unequal Frequency Reuse in MIMO Cellular Networks," IEEE Trans. Communications, vol. 65, no. 10, pp. 4188-4204, Oct. 2017. [pdf]
[ENTROPY17] J. H. Lee, J. Kim, B. Kim. D. Yoon, J. W. Choi*, "Robust Automatic Modulation Classification Technique for Fading Channels via Deep Neural Network," Entropy, 19(9), 2017. [pdf]
[COML17] J. Suhanya, J. W. Choi, and S. Kim*, "Robust Beam-Tracking for mmWave Mobile Communications," IEEE Communications Letter, vol. 21, no. 12, pp. 2654-2657, Dec. 2017. [pdf]
2016
[JCN16] J. Lee, J. W. Choi, and B. Shim*, "Sparse signal recovery via tree search matching pursuit," Journal of Communication and Networks, vol. 18, no. 5, pp. 699-712, Nov. 2016. [pdf]
[MOBICOM16] S. Ka, T. H. Kim, J. Y. Ha, S. H. Lim, S. C. Shin, J. W. Choi, C. Kwak, and S. Choi*, "Near-ultrasound communication for TV's 2nd screen services," 22nd Annual International Conference on Mobile Computing and Networking (MobiCom '16). Association for Computing Machinery, New York, NY, USA, 42–54. (Accept ratio = 14.16% = 32/226) [pdf]
[ICTC16] B. Kim, J. Kim, H, Chae, D. Yoon, J. W. Choi*, "Deep neural network-based automatic modulation classification technique," International Conference on Information and Communication Technology Convergence (ICTC), Jeju, Korea (South), 2016, pp. 579-582.
2015
[TSP15] J. W. Choi and B. Shim*, "Statistical Recovery of Simultaneously Sparse Time-Varying Signals From Multiple Measurement Vectors," IEEE Trans. Signal Processing, vol. 63, no. 22, pp. 6136-6148, Nov. 2015. [pdf]
[JCN15] J. W. Choi, B. Lee, and B. Shim*, "Iterative group detection and decoding for large MIMO systems", Journal of Communications and Networks, vol. 17, no. 6, pp. 609-621, Dec. 2015. [pdf]
[TSP15] S. Park, B. Shim, and J. W. Choi*, "Iterative Channel Estimation Using Virtual Pilot Signals for MIMO-OFDM Systems," IEEE Trans. Signal Processing, vol 63, no. 12, pp. 3032-3045, June 2015. [pdf]
[COML15] J. W. Choi, B. Shim, and S. Chang*, "Downlink Pilot Reduction for Massive MIMO Systems via Compressed Sensing," IEEE Communications Letter, vol. 19, no. 11, pp. 1889-1892, Nov. 2015. [pdf]
[INFOCOM15] H. Lee, T. H. Kim, J. W. Choi, and S. Choi*, "Chirp signal-based aerial acoustic communication for smart devices," IEEE Conference on Computer Communications (INFOCOM), Hong Kong, China, 2015, pp. 2407-2415. (Acceptance ratio 19% = 316/1640) [pdf]
Prior to 2015
[COML14] K. Kim, J. W. Choi, S. S. Kozat, and A. C. Singer, "Low Complexity Turbo-Equalization: A Clustering Approach," IEEE Communication Letters, vol. 18, pp. 1063-1066, June 2014. [pdf]
[TIT12] J. W. Choi, B. Shim, and A. C. Singer, "Efficient Soft-Input Soft-Output Tree Detection via an Improved Path Metric," IEEE Trans Information Theory, vol. 58, pp. 1518-1533, March 2012. [pdf]
[TWC12] B. Shim, J. W. Choi, and I. Kang, "Towards the Performance of ML and the Complexity of MMSE: A Hybrid Approach for Multiuser Detection," IEEE Trans Wireless Communications, vol. 11, pp. 2508-2519, July 2012.
[JSTSP11] H. Wan, R. Chen, J. W. Choi, A. C. Singer, J. C. Preisig, and B. Farhang-Boroujeny, "Markov Chain Monte Carlo Detection for Frequency-Selective Channels Using List Channel Estimates," IEEE Journal of Selected Topics in Signal Processing, vol. 5, no. 8, pp. 1537-1547, Dec. 2011.
[JOE11] J. W. Choi, T. J. Riedl, K. Kim, A. C. Singer, and J. C. Preisig, "Adaptive Linear Turbo Equalization Over Doubly Selective Channels," IEEE Journal of Oceanic Engineering, vol. 36, pp. 473-489, Oct. 2011.
[TSP10] J. W, Choi, B. Shim, A. C. Singer, and N. I Cho, "Low-Complexity Decoding via Reduced Dimension Maximum-Likelihood Search," IEEE Trans Signal Processing, vol. 58, pp. 1780-1794, March 2010.
[TCOM10] J. W. Choi, A. C. Singer, J. W. Lee, and N. I. Cho, "Improved linear soft-input soft-output detection via soft feedback successive interference cancellation," IEEE Trans. Communications., vol. 58, pp. 986-996, March 2010.
[TSP07] J. W. Choi, B. Shim, A. C. Singer, and N. I. Cho, "Low-Power Filtering Via Minimum Power Soft Error Cancellation," IEEE Trans. Signal Processing, vol. 55, pp. 5084-5096, Oct. 2007.
[SP02] J. W. Choi and N. I. Cho, "Suppression of narrow-band interference in DS-spread spectrum systems using adaptive IIR notch filter," Signal Processing, vol 82, pp. 2003-2013, Dec. 2002.
International Conferences
S. Kim, J. W. Choi, and B. Shim, "Path selection based feedback reduction for FDD massive MIMO systems" WCNC 2019.
S. Kim, J. W. Choi, and B. Shim, "Feedback reduction for beyond 5G cellular systems," ICC 2019.
S. H. Lim, J. H. Lim, S. Kim, and J. W. Choi, "Greedy recovery of sparse signals with dynamically varying support," EUSIPCO 2018, Sept. 2018.
J. Bae, S. H. Lim, J. H. Yoo, B. Shim, and J. W. Choi, "Dedicated beam-based channel training technique for millimeter-wave communications with high mobility", EUSIPCO 2018, Sept. 2018.
J. Bae, S. H. Lim, J. H. Yoo, and J. W. Choi, "New beam tracking technique for millimeter wave communications," arXiv. [pdf]
H. Ji, J. W. Choi, and B. Shim, "Channel sparsification beamforming for Internet of Things systems", accepted for ICC 2017.
J. Yoo, J. Bae, S. Lim, S. Kim, B. Shim, and J. W. Choi, "Sampling-based tracking of time varying channels for millimeter wave-band communications," accepted for ICC 2017.
B. Kim, J. Kim. H. Chae, D. Yoon, and J. W. Choi, "Deep neural network-based automatic modulation classification technique," ICTC 2016.
J. Yoo, A. I. Syed, B. Shim, and J. W. Choi, "Kalman-based time-varying sparse channel estimation," ICCS 2016.
S. Park, J. W. Choi, J. Seol, and B. Shim, "Virtual pilot-based channel estimation and multiuser detection for multiuser MIMO in LTE-Advanced," VTC 2016-fall, Montreal Canada.
S. Ka, T. H. Kim, J. Y. Ha, S. H. Lim, S. C. Shin, J. W. Choi, C. Kwak, and S. Choi, "Near-ultrasound communication model design for TV's 2nd screen services," accepted for Mobicom 2016 (Accept ratio = 14.16% = 32/226)
J. W. Choi and B. Shim, "Compressed sensing-based pilot reduction technique for massive MIMO systems," Information Theory and Appliation (ITA), Feb 2015.
H. Lee, T. H. Kim, J. W. Choi, and S. Choi, "Chirp signal-based aerial acoustic communication for smart devices," accepted for INFOCOM 2015, Hong Kong (Acceptance ratio - 19% = 316/1640)
J. W. Choi and B. Shim, "New approach for massive MIMO detection via sparse error recovery," IEEE Proc. Globecom pp. 3754-3759, Dec. 2014.
J. W. Choi, B. Lee, B. Shim, and I. Kang, "Low complexity soft-input soft-output group detection for massive MIMO systems," Proc. of IEEE international conference on communications (ICC) 2013.
J. W. Choi, B. Lee, I. Kang, and B. Shim, "Low complexity detection and precoding for massive MIMO systems," Proc. of IEEE wireless communications and networking conference (WCNC) 2013.
J. W. Choi, B. Shim, and A. C. Singer, "Linear estimate-based look-ahead path metric for efficient soft-input soft-output tree detection," Information Theory Proceedings (ISIT), 2010, pp. 804-808.
J. W. Choi, B. Shim, and A. C. Singer, “On the improved path metric for soft-input soft-output tree detection," Information Theory and Application Workshop (ITA), 2010, pp. 1-5. (Nominated as one of three excellent candidates seeking academic positions in UIUC)
H. Wan, R. Chen, J. W. Choi, A. C. Singer, J. C. Preisig, and B. Farhang-Boroujeny, “Stochastic expectation maximization algorithm for long-memory fast-fading channels,” Global Telecommunications Conference (Globecom), 2010, pp. 1-5.
J. W. Choi, T. Riedl, E. Daly, K. Kim, A. C. Singer, and J. Preisig, “Adaptive linear turbo equalization of large delay spread time-varying channel responses,” Sensor Array and Multichannel Signal Processing Workshop (SAM), 2010, pp. 77-80.
A. C. Singer, A. J. Bean, and J. W. Choi, “Mutual information and time interleaved analog to digital converters,” IEEE Workshop on Information Theory and its Application (ITA), Jan. 2010, pp. 1-5.
T. Riedl, A. C. Singer, and J. W. Choi, “Learning in Gaussian Markov random fields,” Acoustics Speech and Signal Processing (ICASSP), 2010, pp. 3070-3073.
K. Kim, J. W. Choi, A. C. Singer, K. Kim, “A new adaptive turbo equalizer with soft information classification,” Acoustics Speech and Signal Processing (ICASSP), 2010, pp. 3206-3209.
H. Wan, R. Chen, J. W. Choi, A. C. Singer, J. Preisig, and B. Farhang-Boroujeny, “Markov chain Monte Carlo detection for underwater acoustic channels,” Information Theory and Application Workshop (ITA), 2010, pp. 1-5.
J. W. Choi, B. Shim, J. K. Nelson, and A. C. Singer, “Efficient soft-input soft-output MIMO detector via improved M-algorithm,” IEEE International Conference on Communications (ICC), 2010, pp. 1-5.
J. W. Choi, T. J. Riedl, K. Kim, A. C. Singer, and J. C. Preisig, “Practical application of turbo equalization to underwater acoustic communications,” Wireless Communication Systems (ISWCS), 2010, pp. 601-605. ICASSP 2010.
T. Riedl, J. W. Choi, and A. C. Singer, “Channel estimation by inference on Gaussian Markov random fields,” Signals, Systems and Computers Asilomar Conference, Nov. 2009, pp. 1007-1011.
J. W. Choi, B. Shim, and A. C. Singer, “Near-ML detection over a reduced dimension hypersphere,” Global Telecommunications Conference (Globecom) Dec. 2009, pp. 1-6.
T. J. Riedl, J. W. Choi, and A. C. Singer, “Channel estimation by inference on Gaussian Markov random fields,” Signals, Systems and Computers Asilomar Conference, Nov. 2009, pp. 620-624.
J. W. Choi, K. Kim, T. J. Riedl, and A. C. Singer, “Iterative estimation of sparse and doubly-selective multi-input multi-output (MIMO) channel,” Signals, Systems and Computers Asilomar Conference, Nov. 2009, pp. 620-624.
B. Shim, J. W. Choi, I. Kang, “Towards the performance of ML and the complexity of MMSE - A Hybrid approach,” Global Telecommunications Conference (Globecom), Nov. 2008, pp. 1-5.
J. W. Choi, R. J. Drost, A. C. Singer, and J. C. Preisig, “Iterative multi-channel equalization and decoding for high frequency underwater acoustic communications,” IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), July 2008, pp. 127-130.
J. W. Choi, B. Shim, A. C. Singer, and N. I. Cho, “A low-complexity near-ML decoding technique via reduced dimension list stack algorithm (RD-LSA),” IEEE Sensor Array and Multi-channel Signal Processing Workshop (SAM) 2008, July 2008, pp. 41-44.
J. W. Choi, A. C. Singer, J. W. Lee, and N. I. Cho, “An improved soft feedback V-BLAST detection technique for TURBO-MIMO systems,” IEEE International Conference on Acoustics, Speech and Signal Processing Conference (ICASSP), March 2008, pp. 3181-3184.
J. W. Choi, A. C. Singer, and N. I. Cho, “Low-power adaptive FIR equalizer via soft error cancellation,” IEEE International Conference on Acoustics, Speech and Signal Processing Conference (ICASSP), May 2006, pp. 14-19.
J. W. Choi, B. Shim, A. C. Singer, N. I. Cho, “Energy-efficient digital filtering using ML-based error correction (ML-EC) technique,” IEEE International Conference on Acoustics, Speech and Signal Processing Conference (ICASSP), Mar. 2005, pp. 18-23.
J. W. Choi and N. I. Cho, “Narrow-band interference suppression in direct sequence spread spectrum systems using a lattice IIR notch filter,” IEEE International Conference on Acoustics, Speech and Signal Processing Conference (ICASSP), May 2001, pp. 2237-2240.