notesum.ai
Published at November 26Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search
cs.DB
cs.IR
Released Date: November 26, 2024
Authors: Liwei Deng1, Penghao Chen1, Ximu Zeng1, Tianfu Wang2, Yan Zhao3, Kai Zheng1
Aff.: 1University of Electronic Science and Technology of China; 2University of Science and Technology of China; 3Aalborg University

| Dataset | Cardinality | Dimension | Query Size | Data Type |
|---|---|---|---|---|
| MSong | 992,272 | 420 | 200 | Audio |
| DEEP | 1,000,000 | 256 | 1,000 | Image |
| Word2Vec | 1,000,000 | 300 | 1,000 | Text |
| GIST | 1,000,000 | 960 | 1,000 | Image |
| GloVe | 2,196,017 | 300 | 1,000 | Text |
| Tiny5M | 5,000,000 | 384 | 1,000 | Image |