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NViT: Vision Transformer Compression and Parameter Redistribution


Oct 10, 2021
Huanrui Yang, Hongxu Yin, Pavlo Molchanov, Hai Li, Jan Kautz


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Learning Contrastive Representation for Semantic Correspondence


Sep 22, 2021
Taihong Xiao, Sifei Liu, Shalini De Mello, Zhiding Yu, Jan Kautz, Ming-Hsuan Yang


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Learning Indoor Inverse Rendering with 3D Spatially-Varying Lighting


Sep 13, 2021
Zian Wang, Jonah Philion, Sanja Fidler, Jan Kautz

* ICCV 2021 (Oral Presentation) 

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Deep Neural Networks are Surprisingly Reversible: A Baseline for Zero-Shot Inversion


Jul 13, 2021
Xin Dong, Hongxu Yin, Jose M. Alvarez, Jan Kautz, Pavlo Molchanov

* A new inversion method to reverse neural networks and get input from intermediate feature maps. Works without original data for classifiers and GANs 

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HANT: Hardware-Aware Network Transformation


Jul 12, 2021
Pavlo Molchanov, Jimmy Hall, Hongxu Yin, Jan Kautz, Nicolo Fusi, Arash Vahdat


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Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation


Jun 10, 2021
Adrian Spurr, Pavlo Molchanov, Umar Iqbal, Jan Kautz, Otmar Hilliges


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Score-based Generative Modeling in Latent Space


Jun 10, 2021
Arash Vahdat, Karsten Kreis, Jan Kautz


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Weakly-Supervised Physically Unconstrained Gaze Estimation


May 20, 2021
Rakshit Kothari, Shalini De Mello, Umar Iqbal, Wonmin Byeon, Seonwook Park, Jan Kautz

* CVPR 2021 (Oral) 

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KAMA: 3D Keypoint Aware Body Mesh Articulation


Apr 27, 2021
Umar Iqbal, Kevin Xie, Yunrong Guo, Jan Kautz, Pavlo Molchanov

* "Additional qualitative results: https://youtu.be/mPikZEIpUE0

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See through Gradients: Image Batch Recovery via GradInversion


Apr 15, 2021
Hongxu Yin, Arun Mallya, Arash Vahdat, Jose M. Alvarez, Jan Kautz, Pavlo Molchanov

* CVPR 2021 accepted paper 

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DexYCB: A Benchmark for Capturing Hand Grasping of Objects


Apr 09, 2021
Yu-Wei Chao, Wei Yang, Yu Xiang, Pavlo Molchanov, Ankur Handa, Jonathan Tremblay, Yashraj S. Narang, Karl Van Wyk, Umar Iqbal, Stan Birchfield, Jan Kautz, Dieter Fox

* Accepted to CVPR 2021 

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Learning to Track Instances without Video Annotations


Apr 01, 2021
Yang Fu, Sifei Liu, Umar Iqbal, Shalini De Mello, Humphrey Shi, Jan Kautz

* CVPR 2021 

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Neural 3D Clothes Retargeting from a Single Image


Jan 29, 2021
Jae Shin Yoon, Kihwan Kim, Jan Kautz, Hyun Soo Park

* 20 pages, 21 figures 

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Binary TTC: A Temporal Geofence for Autonomous Navigation


Jan 12, 2021
Abhishek Badki, Orazio Gallo, Jan Kautz, Pradeep Sen


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Parameter Efficient Multimodal Transformers for Video Representation Learning


Dec 08, 2020
Sangho Lee, Youngjae Yu, Gunhee Kim, Thomas Breuel, Jan Kautz, Yale Song


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Online Adaptation for Consistent Mesh Reconstruction in the Wild


Dec 06, 2020
Xueting Li, Sifei Liu, Shalini De Mello, Kihwan Kim, Xiaolong Wang, Ming-Hsuan Yang, Jan Kautz

* NeurIPS 2020, https://sites.google.com/nvidia.com/vmr-2020 

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Displacement-Invariant Cost Computation for Efficient Stereo Matching


Dec 01, 2020
Yiran Zhong, Charles Loop, Wonmin Byeon, Stan Birchfield, Yuchao Dai, Kaihao Zhang, Alexey Kamenev, Thomas Breuel, Hongdong Li, Jan Kautz

* 8 pages 

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UFO$^2$: A Unified Framework towards Omni-supervised Object Detection


Oct 21, 2020
Zhongzheng Ren, Zhiding Yu, Xiaodong Yang, Ming-Yu Liu, Alexander G. Schwing, Jan Kautz

* ECCV 2020 

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NCP-VAE: Variational Autoencoders with Noise Contrastive Priors


Oct 06, 2020
Jyoti Aneja, Alexander Schwing, Jan Kautz, Arash Vahdat

* 22 pages including appendix 

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VAEBM: A Symbiosis between Variational Autoencoders and Energy-based Models


Oct 01, 2020
Zhisheng Xiao, Karsten Kreis, Jan Kautz, Arash Vahdat

* 32 pages including appendix 

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Improving Deep Stereo Network Generalization with Geometric Priors


Aug 25, 2020
Jialiang Wang, Varun Jampani, Deqing Sun, Charles Loop, Stan Birchfield, Jan Kautz


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DeepGMR: Learning Latent Gaussian Mixture Models for Registration


Aug 20, 2020
Wentao Yuan, Ben Eckart, Kihwan Kim, Varun Jampani, Dieter Fox, Jan Kautz

* ECCV 2020 spotlight 

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Hierarchical Contrastive Motion Learning for Video Action Recognition


Jul 20, 2020
Xitong Yang, Xiaodong Yang, Sifei Liu, Deqing Sun, Larry Davis, Jan Kautz


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Joint Disentangling and Adaptation for Cross-Domain Person Re-Identification


Jul 20, 2020
Yang Zou, Xiaodong Yang, Zhiding Yu, B. V. K. Vijaya Kumar, Jan Kautz

* ECCV 2020 (Oral) 

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NVAE: A Deep Hierarchical Variational Autoencoder


Jul 08, 2020
Arash Vahdat, Jan Kautz

* Some images are downsized to meet arXiv requirements. Check https://arash-vahdat.github.io/NVAE_arxiv.pdf for a high-resolution version (24 MB) 

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Contrastive Learning for Weakly Supervised Phrase Grounding


Jun 17, 2020
Tanmay Gupta, Arash Vahdat, Gal Chechik, Xiaodong Yang, Jan Kautz, Derek Hoiem


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Bi3D: Stereo Depth Estimation via Binary Classifications


Jun 01, 2020
Abhishek Badki, Alejandro Troccoli, Kihwan Kim, Jan Kautz, Pradeep Sen, Orazio Gallo

* To be presented at CVPR 2020 

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How to Close Sim-Real Gap? Transfer with Segmentation!


May 14, 2020
Mengyuan Yan, Qingyun Sun, Iuri Frosio, Stephen Tyree, Jan Kautz

* arXiv admin note: substantial text overlap with arXiv:1712.03303 

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Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection


Apr 09, 2020
Zhongzheng Ren, Zhiding Yu, Xiaodong Yang, Ming-Yu Liu, Yong Jae Lee, Alexander G. Schwing, Jan Kautz

* Accepted to CVPR 2020 

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