3 papers
cs.CV2026
Efficient INT8 Single-Image Super-Resolution via Deployment-Aware Quantization and Teacher-Guided Training
Pham Phuong Nam Nguyen, Nam Tien Le, Thi Kim Trang Vo +1
Efficient single-image super-resolution (SISR) requires balancing reconstruction fidelity, model compactness, and robustness under low-bit deployment, which is especially challengi…
cs.CV2024
Competitive Learning for Achieving Content-specific Filters in Video Coding for Machines
Honglei Zhang, Jukka I. Ahonen, Nam Le +2
This paper investigates the efficacy of jointly optimizing content-specific post-processing filters to adapt a human oriented video/image codec into a codec suitable for machine vi…
eess.IV2024
NN-VVC: Versatile Video Coding boosted by self-supervisedly learned image coding for machines
Jukka I. Ahonen, Nam Le, Honglei Zhang +5
The recent progress in artificial intelligence has led to an ever-increasing usage of images and videos by machine analysis algorithms, mainly neural networks. Nonetheless, compres…