2 citations · 3 across the 4 of their papers we have counts for
4 papers
Event ActivityNet: A Large-Scale Simulated-Event Benchmark for Untrimmed Action Understanding
Cheng-Yao Hong, Ting-Wei Lin, Yun-Chung Lai +3
Long-horizon event-based action understanding remains underexplored because existing datasets largely comprise short, trimmed clips, while collecting native event streams with dens…
Test-Time Registers as Global Priors for Tokenized Image Generation
Cheng-Yao Hong, Yifan Wang, Yuewei Lin +1
Attention-based models often develop attention sinks, where a small number of tokens repeatedly attract attention and accumulate unusually large activations. In vision transformers…
Decoupled Contrastive Learning
Chun-Hsiao Yeh, Cheng-Yao Hong, Yen-Chi Hsu +3
Contrastive learning (CL) is one of the most successful paradigms for self-supervised learning (SSL). In a principled way, it considers two augmented "views" of the same image as p…
ACE: Adaptive Confusion Energy for Natural World Data Distribution
Yen-Chi Hsu, Cheng-Yao Hong, Wan-Cyuan Fan +3
With the development of deep learning, standard classification problems have achieved good results. However, conventional classification problems are often too idealistic. Most dat…