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Kunlin Yang

4 accepted papers

2025

Unity in Diversity: Video Editing via Gradient-Latent Purification

CVPR 2025poster

Recently, text-driven video editing methods that optimize target latent representations have garnered significant attention and demonstrated promising results. However, these methods rely on self-supervised objectives to compute the gradients needed for updating latent representations, which inevita…

2024

Combating Data Imbalances in Federated Semi-supervised Learning with Dual Regulators

AAAI 2024technical

Federated learning has become a popular method to learn from decentralized heterogeneous data. Federated semi-supervised learning (FSSL) emerges to train models from a small fraction of labeled data due to label scarcity on decentralized clients. Existing FSSL methods assume independent and identica…

Cited by 8SourcePDFScholar
2023

Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation

ICLR 2023poster

Knowledge distillation (KD) has shown very promising capabilities in transferring learning representations from large models (teachers) to small models (students). However, as the capacity gap between students and teachers becomes larger, existing KD methods fail to achieve better results. Our work…

2021

GroupFormer: Group Activity Recognition With Clustered Spatial-Temporal Transformer

ICCV 2021poster

Group activity recognition is a crucial yet challenging problem, whose core lies in fully exploring spatial-temporal interactions among individuals and generating reasonable group representations. However, previous methods either model spatial and temporal information separately, or directly aggrega…

Cited by 157PDFcodeScholar