no code implementations • 8 Mar 2024 • Tarun Kalluri, Bodhisattwa Prasad Majumder, Manmohan Chandraker
We introduce LaGTran, a novel framework that utilizes readily available or easily acquired text descriptions to guide robust transfer of discriminative knowledge from labeled source to unlabeled target data with domain shifts.
no code implementations • CVPR 2023 • Tarun Kalluri, Wangdong Xu, Manmohan Chandraker
In recent years, several efforts have been aimed at improving the robustness of vision models to domains and environments unseen during training.
no code implementations • 9 Mar 2023 • Tarun Kalluri, Weiyao Wang, Heng Wang, Manmohan Chandraker, Lorenzo Torresani, Du Tran
Many top-down architectures for instance segmentation achieve significant success when trained and tested on pre-defined closed-world taxonomy.
no code implementations • 4 Aug 2022 • Tarun Kalluri, Manmohan Chandraker
Domain adaptation for semantic segmentation across datasets consisting of the same categories has seen several recent successes.
1 code implementation • 25 Jul 2022 • Tarun Kalluri, Astuti Sharma, Manmohan Chandraker
Practical real world datasets with plentiful categories introduce new challenges for unsupervised domain adaptation like small inter-class discriminability, that existing approaches relying on domain invariance alone cannot handle sufficiently well.
Fine-Grained Visual Recognition Unsupervised Domain Adaptation
1 code implementation • CVPR 2021 • Astuti Sharma, Tarun Kalluri, Manmohan Chandraker
Domain adaptation deals with training models using large scale labeled data from a specific source domain and then adapting the knowledge to certain target domains that have few or no labels.
1 code implementation • 15 Dec 2020 • Tarun Kalluri, Deepak Pathak, Manmohan Chandraker, Du Tran
A majority of methods for video frame interpolation compute bidirectional optical flow between adjacent frames of a video, followed by a suitable warping algorithm to generate the output frames.
Ranked #2 on Video Frame Interpolation on GoPro
1 code implementation • ICCV 2019 • Tarun Kalluri, Girish Varma, Manmohan Chandraker, C. V. Jawahar
In recent years, the need for semantic segmentation has arisen across several different applications and environments.
Ranked #27 on Semantic Segmentation on DensePASS (using extra training data)