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Arbitrary-Scale Image Synthesis
CVPR 2022
A GAN that generates consistent images at arbitrary scales and resolutions.
Evangelos Ntavelis, Mohamad Shahbazi, Iason Kastanis, Radu Timofte, Martin Danelljan, Luc Van Gool
Cite
Arbitrary-Scale Image Synthesis
Collapse by Conditioning: Training Class-conditional GANs with Limited Data
ICLR 2022
Analyzing and addressing mode collapse in conditional GANs caused by the conditioning itself.
Mohamad Shahbazi, Martin Danelljan, Danda Pani Paudel, Luc Van Gool
Cite Code arXiv
Collapse by Conditioning: Training Class-conditional GANs with Limited Data
Learnable Online Graph Representations for 3D Multi-Object Tracking
ICRA 2022
An online 3D Multi-Object Tracking method based on graph neural networks.
Jan-Nico Zäch, Dengxin Dai, Alexander Liniger, Martin Danelljan, Luc Van Gool
Cite arXiv
Learnable Online Graph Representations for 3D Multi-Object Tracking
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation
NeurIPS 2021 Spotlight
Efficient cross-attention for video instance segmentation.
Lei Ke, Xia Li, Martin Danelljan, Yu-Wing Tai, Chi-Keung Tang
Cite Video arXiv
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation
Warp Consistency for Unsupervised Learning of Dense Correspondences
ICCV 2021 Oral
Unsupervised method for learning dense correspondences and optical flow on real image pairs.
Prune Truong, Martin Danelljan, Luc Van Gool
Cite Code Project arXiv
Warp Consistency for Unsupervised Learning of Dense Correspondences
Deep Reparametrization of Multi-Frame Super-Resolution and Denoising
ICCV 2021 Oral
Deep optimization-based formulation for multi-frame super-resolution and denoising.
Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte
Cite arXiv
Deep Reparametrization of Multi-Frame Super-Resolution and Denoising
Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos
ICCV 2021
An optimization-based architecture for converting video bounding box annotations to segmentation masks.
Bin Zhao, Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte
Cite Code arXiv
Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos
Learning Target Candidate Association to Keep Track of What Not to Track
ICCV 2021
Associating the target and distractor objects for robust visual tracking.
Christoph Mayer, Martin Danelljan, Danda Pani Paudel, Luc Van Gool
Cite Code arXiv
Learning Target Candidate Association to Keep Track of What Not to Track
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling
ICCV 2021
A unified hierarchical normalizing flow architecture for super-resolution and image rescaling.
Jingyun Liang, Andreas Lugmayr, Kai Zhang, Martin Danelljan, Luc Van Gool, Radu Timofte
Cite arXiv
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU
ICCV 2021
Reducing memory complexity for training semantic segmentation models with large number of classes.
Shipra Jain, Danda Pani Paudel, Martin Danelljan, Luc Van Gool
Cite Code arXiv
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU