GOLD: Generalized Knowledge Distillation via Out-of-Distribution-Guided Language Data Generation

1 code implementation • 28 Mar 2024 • Mohsen Gholami, Mohammad Akbari, Cindy Hu, Vaden Masrani, Z. Jane Wang, Yong Zhang

Knowledge distillation from LLMs is essential for the efficient deployment of language models.

Knowledge Distillation

PoseGen: Learning to Generate 3D Human Pose Dataset with NeRF

1 code implementation • 22 Dec 2023 • Mohsen Gholami, Rabab Ward, Z. Jane Wang

The objective of PoseGen is to learn a distribution of data that maximizes the prediction error of a given pre-trained model.

ETran: Energy-Based Transferability Estimation

1 code implementation • ICCV 2023 • Mohsen Gholami, Mohammad Akbari, Xinglu Wang, Behnam Kamranian, Yong Zhang

This is the first work that proposes transferability estimation for object detection task.

Classification Image Classification +5

Automatic Labeling of Parkinson’s Disease Gait Videos with Weak Supervision

1 code implementation • Medical Image Analysis 2023 • Mohsen Gholami, Rabab Ward, Ravneet Mahal, Maryam Mirian, Kevin Yen, Kye Won Park, Martin J. McKeown, Z. Jane Wang

The method obtained state-of-the-art results on the Human3. 6M dataset.

Weakly-supervised 3D Human Pose Estimation

AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation

1 code implementation • CVPR 2022 • Mohsen Gholami, Bastian Wandt, Helge Rhodin, Rabab Ward, Z. Jane Wang

To this end, we propose AdaptPose, an end-to-end framework that generates synthetic 3D human motions from a source dataset and uses them to fine-tune a 3D pose estimator.

Weakly-supervised 3D Human Pose Estimation

TriPose: A Weakly-Supervised 3D Human Pose Estimation via Triangulation from Video

no code implementations • 14 May 2021 • Mohsen Gholami, Ahmad Rezaei, Helge Rhodin, Rabab Ward, Z. Jane Wang

Estimating 3D human poses from video is a challenging problem.

Weakly-supervised 3D Human Pose Estimation