12 citations · 22 across the 7 of their papers we have counts for
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cs.CV2023★ 7 cited
Prompt-ICM: A Unified Framework towards Image Coding for Machines with Task-driven Prompts
Ruoyu Feng, Jinming Liu, Xin Jin +3
Image coding for machines (ICM) aims to compress images to support downstream AI analysis instead of human perception. For ICM, developing a unified codec to reduce information red…
cs.CV2023★ 1 cited
Multistage Spatial Context Models for Learned Image Compression
Fangzheng Lin, Heming Sun, Jinming Liu +1
Recent state-of-the-art Learned Image Compression methods feature spatial context models, achieving great rate-distortion improvements over hyperprior methods. However, the autoreg…
cs.CV2022
Semantic Segmentation in Learned Compressed Domain
Jinming Liu, Heming Sun, Jiro Katto
Most machine vision tasks (e.g., semantic segmentation) are based on images encoded and decoded by image compression algorithms (e.g., JPEG). However, these decoded images in the p…