Part of a series: High school research
What I want to do
I don't really know. Or, I didn't. Either way, I am looking at something but I'm still not so sure yet.
My current idea comes from some stuff I saw about detecting forgery in scientific publications by searching for duplicate images. After a bit of searching, I decided that for now, it'll just be "near-duplicate image detection", and I might come back to all the scientific publication forgery stuff later.
A bunch of previous literature & quick notes
All these are about detecting near-duplicate image forgery and image splicing. This is just a small part of it and definitely not all, but that's for today. I'm a bit too lazy to get this organized any better XD
-
https://ieeexplore.ieee.org/abstract/document/7916155
- 2017; Conceptual model; deals with many different data types
- Not very useful for my purpose
-
https://ieeexplore.ieee.org/abstract/document/4426397
- 2007; wavelets & log-polar mapping
-
https://ieeexplore.ieee.org/document/7388368
- 2015; efficiency of DWT (Discrete Wavelet Transform)
-
https://ieeexplore.ieee.org/document/7546585
- 2016; RIC-LBP + Synthetic Aperture Radar; "outperforms some of the state-of-the-art methods"
-
https://link.springer.com/article/10.1007%2Fs11277-020-07102-x
- 2020; "Image and Video Forensics: A Critical Survey" <- Might be useful
-
https://ieeexplore.ieee.org/document/5301325
- 2009; using SV features
-
https://ieeexplore.ieee.org/document/5957431
- 2011; "Eclosion Forgeries" (what's that?); Curvelet Image Enhancement + Edge Detection ("Canny operators")
-
https://ieeexplore.ieee.org/document/5946873
- 2011; same image search; color-dependent feature vectors + 1-D descriptors
-
https://ieeexplore.ieee.org/document/7389169
- 2015; Survey on block-based copy-move image forgery detection <- Could be useful
-
https://ieeexplore.ieee.org/document/5697444
- 2010; DWT + blocks + lexicographic sorting + phase correlation; robust & reduce time
-
https://ieeexplore.ieee.org/document/6274631
- 2012; Radon Transformation + phase correlation
-
https://ieeexplore.ieee.org/document/7823199
- 2016; Color histogram and moments (pixel-level); effective on multiple copy-move forgery attacks
-
https://ieeexplore.ieee.org/document/7049877
- 2015; Survey on image forgery detection techniques <- May be useful?
I marked "useful" on the surveys because they're generally a faster way to get to know about the big picture.
Some helpful glossary
I haven't got time to look them up yet; I will, and I will maintain a separate collection of annotated glossary that is regularly updated.
- DCT Discrete Cosine Transform
- PCA Principal Component Analysis
- AWGN Additive White Gaussian Noise
- Kd-tree
- DWT Discrete Wavelet Transform
- SVD Singular Value Decomposition
- LPFFT Log-Polar Fast Fourier Transform
- FMT Fourier Mellin Transform
- Bloom filters
- Zernike moments
- UWT Undecimated Wavelet Transform
- PCA EVD PCA Eigenvalue Decomposition
- Zigzag scan
- LBP Local Binary Patterns
- Gaussian filter
- Wiener filter
- MLBP Multiresolution LBP
- RANSAC Random Sample Consensus
Last change: tweaks on URLs; add series link
Top comments (0)