CMVF:A Novel Dimension Reduction Scheme for Efficient Indexing in A Large Image Database

Summary: CMVF combines PCA with nonlinear neural networks to hybridly reduce composite image features for scalable indexing. It yields compact, discriminative vectors that fuse perceptual cues and support adding features to boost distance-based indexing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3536
Venue: SIGMOD
Year: 2003
Pagerank: -
Overall Rank: 13,919 | 4.51%
DOI: 10.1145/872757.872842

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Jialie Shen (University of New South Wales)
2. Anne H.H. Ngu (Southwest Texas State University)
3. John Shepherd (University of New South Wales)
4. Du Q. Huynh (University of Western Australia)
5. Quan Z. Sheng (University of New South Wales)

BibTeX Citation

@inproceedings{shen_sigmod03,
        title = {{CMVF:A Novel Dimension Reduction Scheme for Efficient Indexing in A Large Image Database}},
        author = {Shen, Jialie and Ngu, Anne H.H. and Shepherd, John and Huynh, Du Q. and Sheng, Quan Z.},
        series = {{SIGMOD} '03},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/872757.872842},
        url = {https://dl.acm.org/doi/10.1145/872757.872842},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	4,459	Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases	2000	SIGMOD
2	592	Distance-Based Indexing For High-Dimensional Metric Spaces	1997	SIGMOD
3	1,384	Content-Based Image Indexing	1994	VLDB
4	1,776	Efficient User-Adaptable Similarity Search in Large Multimedia Databases	1997	VLDB
5	12,972	Facilitating Multimedia Database Exploration through Visual Interfaces and Perpetual Query Reformulations	1997	VLDB
6	4,618	Towards Effective Indexing for Very Large Video Sequence Database	2005	SIGMOD
7	12,704	Using High Dimensional Indexes to Support Relevance Feedback Based Interactive Images Retrieval	2006	VLDB
8	797	Dimensionality Reduction for Similarity Searching in Dynamic Databases	1998	SIGMOD
9	12,371	Effective Data Co-Reduction for Multimedia Similarity Search	2011	SIGMOD
10	3,353	Efficient EMD-based Similarity Search in Multimedia Databases via Flexible Dimensionality Reduction	2008	SIGMOD