Publications

Updated on November 18, 2022

T LaBonte, Y Song, X Wang, V Vineet, N Joshi. Scaling Novel Object Detection with Weakly Supervised Detection Transformers. Winter Conference in Applications of Computer Vision (WACV) 2023 (to appear).

G Prato, Y Song, J Rajendran, RD Hjelm, N Joshi, S Chandar. PatchBlender: A Motion Prior for Video Transformers. NeurIPS 2022 Vision Transformers: Theory and Applications Workshop (to appear).

Y Ge, H Behl, J Xu, S Gunasekar, N Joshi, Y Song, X Wang, L Itti, V Vineet. Neural-Sim: Learning to Generate Training Data with NeRF. European Conference on Computer Vision (ECCV) 2022.

B Shi, Y Song, N Joshi, T Darrell, X Wang. Visual Attention Emerges from Recurrent Sparse Reconstruction. ICML 2022.

CY Chuang, RD Hjelm, X Wang, V Vineet, N Joshi, A Torralba, S Jegelka, and Y Song. Robust Contrastive Learning against Noisy Views. IEEE CVPR 2022.

Norouzzadeh, MS, Morris, D, Beery, S, Joshi, N, Jojic, N, Clune, J. A deep active learning system for species identification and counting in camera trap images. Methods Ecol Evol. 2021; 12: 150– 161.

P Ghosh, V Vineet, LS Davis, A Shrivastava, S Sinha, N Joshi. Depth completion using a view-constrained deep prior. 2020 International Conference on 3D Vision (3DV), 723-733

Beery S, Liu Y, Morris D, Piavis J, Kapoor A, Meister M, Perona P. Synthetic examples improve generalization for rare classes. Winter Conference in Applications of Computer Vision (WACV), Aspen, CO, 2020.

Beery S, Morris D, Yang S, Simon M, Norouzzadeh M, Joshi N. Efficient Pipeline for Automating Species ID in new Camera Trap Projects. Biodiversity Information Science and Standard. 2019 Jun 19;3:e37222.

Hardy, S., Boveng, P., Boss, Y., Moreland, E., Christman, C., Hou, B., Joshi, N., Simon, M., Baer, P., London, J., Morris, D. An evaluation of machine learning algorithms for detecting ice seals in images collected during aerial surveys. World Marine Mammal Science Conference 2019.

R.M. Winters, N. Joshi, E. Cutrell, and M.R. Morris. Strategies for Auditory Display of Social Media. Ergonomics in Design, January 2019, pp. 11-15.

B. Hepp, D. Dey, S. Sinha, A. Kapoor, N. Joshi, and O. Hilliges. Learn-to-score: Efficient 3D scene exploration by predicting view utility. Proceedings of the European Conference on Computer Vision (ECCV) 2018.

W. S. Lai, Y. Huang, N. Joshi, C. Buehler, M. H. Yang and S. B. Kang. Semantic-driven Generation of Hyperlapse from 360° Video. in IEEE Transactions on Visualization and Computer Graphics, vol. PP, no. 99, pp. 1-1.

T. Oh, K. Joo, N. Joshi, B. Wang, I. S. Kweon, and S. B. Kang. Personalized Cinemagraphs using Semantic Understanding and Collaborative Learning. International Conference on Computer Vision (ICCV) 2017.

M. Roberts, D. Dey, A. Truong, S. Sinha, S. Shah, A. Kapoor, P. Hanrahan, and N. Joshi. Submodular Trajectory Optimization for Aerial 3D Scanning. International Conference on Computer Vision (ICCV) 2017.

K. Rector, K. Salmon, D. Thornton, N. Joshi, and M. R. Morris. Eyes-Free Art: Exploring Proxemic Audio Interfaces For Blind and Low Vision Art Engagement. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technology (IMWUT 2017), ACM, September 11, 2017.

B. Guenter, N. Joshi, R. Stoakley, A. Keefe, K. Geary, R. Freeman, J. Hundley, P. Patterson, D. Hammon, G. Herrera, E. Sherman, A. Nowak, R. Schubert, P. Brewer, L. Yang, R. Mott, and G. McKnight, Highly curved image sensors: a practical approach for improved optical performance, Opt. Express 25, 13010-13023 (2017).

Goel, M., Whitmire, E., Mariakakis, A., Saponas, S., Joshi, N., Morris, D., Guenter, B., Gavriliu, M., Borriello, G., and Patel, S. Hyperspectral Imaging for Ubiquitous Computing Applications. ACM UBICOMP 2015.

Joshi, N., Kienzle, W., Uyttendaele, M., and Cohen, M. Real-Time Hyperlapse Creation via Optimal Frame Selection. ACM SIGGRAPH 2015.

Beijbom, O., Joshi, N., Morris, D., Saponas, S., and Khullar, S. Menu-Match: Restaurant-Specific Food Logging from Images. IEEE WACV 2015.

Tang, H., Joshi, N., and Kapoor, A. Blind Image Quality Assessment using Semi-supervised Rectifier Networks. IEEE CVPR 2014.

Joshi, N., Morris, D., and Cohen, M.F. Interactively Stylizing Camera Motion. Proceedings of ACM CHI 2014, April 2014.

Liao, Z., Joshi, N., and Hoppe, H. Automated video looping with progressive dynamism. ACM Trans. Graphics (SIGGRAPH), 32(4), 2013.

Joshi, N., Metha, S., Drucker, S., Stollnitz, E., Hoppe, H., Uyttendaele, M., and Cohen, M. Cliplets: Juxtaposing Still and Dynamic Imagery. ACM UIST 2012.

Shih, Y., Guenter, B., and Joshi, N. Image Enhancement using Calibrated Lens Simulations. IEEE ECCV 2012.

Sunkavalli, K., Joshi, N., Kang, S.B., Cohen, M.C., and Pfister, H. Video Snapshots: Creating High-Quality Images from Video Clips. IEEE Transactions on Visualization and Computer Graphics, vol.18, no.11, pp.1868,1879, Nov. 2012.

Joshi, N., Kar, A., and Cohen, M. Looking At You: Fused Gyro and Face Tracking for Viewing Large Imagery on Mobile Devices. ACM SIGCHI 2012.

Cho, T.S., Zitnick, C.L., Joshi, N., Kang, S.B., Szeliski, R., and Freeman, W.T. Image restoration by matching gradient distributions. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.34, no.4, pp.683-694, April 2012.

Tang, H., Joshi, N., and Kapoor, A. Learning a Blind Measure of Perceptual Image Quality. IEEE CVPR 2011.

Chatterjee, P., Joshi, N., Kang, S.B., and Matsushita, Y. Noise Suppression in Low-Light Images through Joint Denoising and Demosaicing. IEEE CVPR 2011.

Gupta A., Joshi N., Zitnick L., Cohen M., Curless B. Single Image Deblurring using Motion Density Functions. IEEE ECCV 2010.

Joshi, N., Kang, S.B., Zitnick, L., and Szeliski, R. Image Deblurring with Inertial Measurement Sensors. ACM SIGGRAPH 2010.

Li, Y., Kang, S.B., Joshi, N., Seitz, S., and Huttenlocher , D. Generating Sharp Panoramas from Motion-blurred Videos. IEEE CVPR 2010.

Cho, T., Joshi, N., Zitnick, L., Kang, S.B., Freeman, W.T., and Szeliski, R. A Content-Aware Image Prior. IEEE CVPR 2010.

Joshi, N., Matusik, W., Kriegman, D., and Adelson, E.H. Personal Photo Enhancement Using Example Images. ACM TOG April 2010.

Joshi, N. and Cohen, M. Seeing Mt. Rainier: Lucky Imaging for Multi-Image Denoising, Sharpening, and Haze Removal. IEEE ICCP 2010.

Higo, T., Matsushita, Y., Joshi, N., and Ikeuchi, K. A Hand-held Photometric Stereo Camera for 3-D Modeling. Proceedings of IEEE ICCV 2009.

Joshi, N., Zitnick, C.L., Szeliski, R., and Kriegman, D. Image Deblurring and Denoising using Color Priors. Proceedings of IEEE CVPR 2009.

Joshi, N., Szeliski, R., and Kriegman, D. PSF Estimation using Sharp Edge Prediction. Proceedings of IEEE CVPR 2008.

Joshi, N., Avidan, S., Matusik, W., and Kriegman, D. Synthetic Aperture Tracking: Tracking through Occlusions. Proceedings of IEEE ICCV 2007.

Joshi, N. and Kriegman, D. Shape from Varying View and Illumination. Proceedings of IEEE ICCV 2007.

Joshi, N., Matusik, W., Avidan, S., Pfister, H., and Freeman, W.T. Exploring Defocus Matting: Non-Parametric Acceleration and Super-Resolution. IEEE Computer Graphics and Applications, Special Issue on Computational Photography. March/April 2007 (Vol. 27, No. 2) pp 43-52.

Joshi, N., Matusik, W., and Avidan, S. Natural Video Matting using Camera Arrays. Proceedings of ACM SIGGRAPH 2006.

Joshi, N., Donner, C., and Jensen, H.W. Noninvasive measurement of scattering anisotropy in turbid materials by nonnormal incident illumination. Optics Letters Vol 31, No 7, pp 936-938 (April 1, 2006).

Wilburn, B., Joshi, N., Vaish, V., Tavala, E-V., Antunez, E., Barth, A., Adams, A., Horowitz, M., and Levoy, M. High Performance Imaging Using Large Camera Arrays. Proceedings of ACM SIGGRAPH 2005.

Wilburn, B., Joshi, N., Vaish, V., Levoy, M., and Horowitz, M. High Speed Video Using a Dense Camera Array. Proceedings of CVPR 2004.

Vaish, V., Wilburn, B., Joshi, N., and Levoy, M. Using Plane + Parallax for Calibrating Dense Camera Arrays . Proceedings of CVPR 2004.

Morris, D., and Joshi, N. Alternative "Vision": A Haptic and Auditory Assistive Device. Proceedings of ACM SIGCHI 2003, Extended Abstracts.

Ph.D. Dissertation

Joshi, N. Enhancing Photographs using Content-Specific Image Priors. UCSD Dissertation, September 17, 2008.

Technical Reports

Sun, L., Joshi, N., Guenter, B, and Hays, J. Lens Factory: Automatic Lens Generation Using Off-the-shelf Components. ArXiv e-prints arXiv:1506.08956.

Joshi, N. and Zitnick, C.L. Micro-Baseline Stereo. Microsoft Research Technical Report, MSR-TR-2014-73, May 2014.

Joshi, N. and Jensen, H.W. Single Image Appearance Measurement. UCSD CSE Tech Report CS2006-0868, October 13, 2006.

Morris, D. and Joshi, N. Hybrid Rendering for Interactive Virtual Scenes. Technical Report CSTR 2006-06 5/23/06 5/23/06, Stanford University, 2006.

Joshi, N., Wilburn, B., Vaish, V., Levoy, M., and Horowitz, M. Automatic Color Calibration for Large Camera Arrays. UCSD CSE Tech Report CS2005-0821, May 11, 2005.

Joshi, N. Color Calibration for Arrays of Inexpensive Image Sensors. Technical Report CSTR 2004-02 3/31/04 4/4/04, Stanford University, 2004.

Wilburn B., Joshi, N., Chou, K., Levoy, M., and Horowitz, M. Spatiotemporal Sampling and Interpolation for Dense Camera Arrays. Technical Report CSTR 2004-01 1/21/04 3/30/04 Stanford University, 2004.