17 citations · 20 across the 3 of their papers we have counts for
3 papers
cs.CV2023★ 17 cited
BiBench: Benchmarking and Analyzing Network Binarization
Haotong Qin, Mingyuan Zhang, Yifu Ding +5
Network binarization emerges as one of the most promising compression approaches offering extraordinary computation and memory savings by minimizing the bit-width. However, recent…
cs.CV2022★ 1 cited
Informative Sample-Aware Proxy for Deep Metric Learning
Aoyu Li, Ikuro Sato, Kohta Ishikawa +2
Among various supervised deep metric learning methods proxy-based approaches have achieved high retrieval accuracies. Proxies, which are class-representative points in an embedding…
cs.CV2020★ 2 cited
Fast top-K Cosine Similarity Search through XOR-Friendly Binary Quantization on GPUs
Xiaozheng Jian, Jianqiu Lu, Zexi Yuan +1
We explore the use of GPU for accelerating large scale nearest neighbor search and we propose a fast vector-quantization-based exhaustive nearest neighbor search algorithm that can…