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Jinjia Zhou

5 accepted papers

2025

Learn from Balance: Rectifying Knowledge Transfer for Long-Tailed Scenarios

ICASSP 2025accepted

Knowledge Distillation (KD) transfers knowledge from a large pre-trained teacher network to a compact and efficient student network, making it suitable for deployment on resource-limited media terminals. However, traditional KD methods require balanced data to ensure robust training, which is often…

Cited by 0SourceScholar
2025

TKG-DM: Training-free Chroma Key Content Generation Diffusion Model

CVPR 2025highlight

Diffusion models have enabled the generation of high-quality images with a strong focus on realism and textual fidelity. Yet, large-scale text-to-image models, such as Stable Diffusion, struggle to generate images where foreground objects are placed over a chroma key background, limiting their abili…

2022

Transcoded Video Restoration by Temporal Spatial Auxiliary Network

AAAI 2022technical

In most video platforms, such as Youtube, Kwai, and TikTok, the played videos usually have undergone multiple video encodings such as hardware encoding by recording devices, software encoding by video editing apps, and single/multiple video transcoding by video application servers. Previous works in…

2021

Drawgan: Text to Image Synthesis with Drawing Generative Adversarial Networks

ICASSP 2021accepted

In this paper, we propose a novel drawing generative adversarial networks (DrawGAN) for text-to-image synthesis. The whole model divides the image synthesis into three stages by imitating the process of drawing. The first stage synthesizes the simple contour image based on the text description, the…

Cited by 0SourceScholar
2021

Measurement Coding Framework with Adjacent Pixels Based Measurement Matrix for Compressively Sensed Images

ICASSP 2021accepted

To further compress measurements, the output of block-based compressed sensing, this work presents a measurement coding framework using measurement-domain intra prediction. In the framework, a deterministic measurement matrix based on the correlation of adjacent pixels (APMM) is proposed to embed th…

Cited by 0SourceScholar