9 citations · 14 across the 12 of their papers we have counts for
6 papers · 1 filter
Towards Reproducible Learning-based Compression
Jiahao Pang, Muhammad Asad Lodhi, Junghyun Ahn +2
A deep learning system typically suffers from a lack of reproducibility that is partially rooted in hardware or software implementation details. The irreproducibility leads to skep…
MOSA: Music Motion with Semantic Annotation Dataset for Cross-Modal Music Processing
Yu-Fen Huang, Nikki Moran, Simon Coleman +12
In cross-modal music processing, translation between visual, auditory, and semantic content opens up new possibilities as well as challenges. The construction of such a transformat…
Automatic Recognition of Food Ingestion Environment from the AIM-2 Wearable Sensor
Yuning Huang, Mohamed Abul Hassan, Jiangpeng He +6
Detecting an ingestion environment is an important aspect of monitoring dietary intake. It provides insightful information for dietary assessment. However, it is a challenging prob…
Flexible Variable-Rate Image Feature Compression for Edge-Cloud Systems
Md Adnan Faisal Hossain, Zhihao Duan, Yuning Huang +1
Feature compression is a promising direction for coding for machines. Existing methods have made substantial progress, but they require designing and training separate neural netwo…
Theoretical Bound-Guided Hierarchical VAE for Neural Image Codecs
Yichi Zhang, Zhihao Duan, Yuning Huang +1
Recent studies reveal a significant theoretical link between variational autoencoders (VAEs) and rate-distortion theory, notably in utilizing VAEs to estimate the theoretical upper…
Probing Image Compression For Class-Incremental Learning
Justin Yang, Zhihao Duan, Andrew Peng +3
Image compression emerges as a pivotal tool in the efficient handling and transmission of digital images. Its ability to substantially reduce file size not only facilitates enhance…