DP-Nets: Dynamic programming assisted quantization schemes for DNN compression and acceleration.
Dingcheng YangWenjian YuXiangyun DingAo ZhouXiaoyi WangPublished in: Integr. (2022)
Keyphrases
- dynamic programming
- quantization scheme
- compression scheme
- lossy image compression
- efficient compression
- quantization noise
- image compression
- uniform quantization
- dp matching
- greedy algorithm
- data compression
- compression algorithm
- stereo matching
- huffman coding
- compression ratio
- entropy coding
- reinforcement learning
- markov decision processes
- state space
- computational complexity
- bits per pixel
- lookup table
- transform coding
- optimal policy
- linear programming
- arithmetic coding
- quantization error
- lossy compression
- coarse to fine
- motion estimation
- wavelet image coding