228 citations · 1.5k across the 123 of their papers we have counts for
5 papers · 1 filter
Grounded Objects and Interactions for Video Captioning
Chih-Yao Ma, Asim Kadav, Iain Melvin +3
We address the problem of video captioning by grounding language generation on object interactions in the video. Existing work mostly focuses on overall scene understanding with of…
Learning to cluster in order to transfer across domains and tasks
Yen-Chang Hsu, Zhaoyang Lv, Zsolt Kira
This paper introduces a novel method to perform transfer learning across domains and tasks, formulating it as a problem of learning to cluster. The key insight is that, in addition…
Attend and Interact: Higher-Order Object Interactions for Video Understanding
Chih-Yao Ma, Asim Kadav, Iain Melvin +3
Human actions often involve complex interactions across several inter-related objects in the scene. However, existing approaches to fine-grained video understanding or visual relat…
On Convergence and Stability of GANs
Naveen Kodali, Jacob Abernethy, James Hays +1
We propose studying GAN training dynamics as regret minimization, which is in contrast to the popular view that there is consistent minimization of a divergence between real and ge…
TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition
Chih-Yao Ma, Min-Hung Chen, Zsolt Kira +1
Recent two-stream deep Convolutional Neural Networks (ConvNets) have made significant progress in recognizing human actions in videos. Despite their success, methods extending the…