High School Research #00 | Getting Started: idea + some literature review + glossary

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