Sub-Selective Quantization for Large-Scale Image Search
Authors: Yeqing Li, Chen Chen, Wei Liu, Junzhou Huang
AAAI 2014 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Extensive experiments are carried out on three image benchmarks with up to one million samples, corroborating the efficacy of the sub-selective quantization method in terms of image retrieval. |
| Researcher Affiliation | Collaboration | 1 University of Texas at Arlington, Arlington, TX, 76019, USA 2IBM T. J. Watson Research Center, 10598, NY, USA |
| Pseudocode | Yes | Algorithm 1 PCA Quantization (PCAQ) ... Algorithm 2 Iterative Quantization (ITQ) ... Algorithm 3 ITQ with Sub-Selection (ITQ-SS) |
| Open Source Code | No | The paper does not provide concrete access information (e.g., specific repository link, explicit code release statement, or code in supplementary materials) for the methodology described in this paper. |
| Open Datasets | Yes | We evaluate the Sub-selective Quantization approaches on three public datasets: CIFAR (Krizhevsky and Hinton 2009) 1, MNIST2 and Tiny-1M (Wang, Kumar, and Chang 2012). 1http://www.cs.toronto.edu/ kriz/cifar.html 2http://yann.lecun.com/exdb/mnist/ |
| Dataset Splits | No | The paper specifies training and test splits for the datasets but does not explicitly mention or provide details for a validation split. |
| Hardware Specification | Yes | All our experiments were conducted on a desktop computer with a 3.4GHz Intel Core i7 and 12GB RAM. |
| Software Dependencies | No | The paper does not provide specific ancillary software details (e.g., library or solver names with version numbers) needed to replicate the experiment. |
| Experiment Setup | No | The paper mentions the sub-selection ratio and method initialization but does not provide other concrete experimental setup details, such as the specific number of iterations (N or p) used for ITQ/ITQ-SS in the experiments, which is a key hyperparameter. |