Some more interesting reading:
K. Price, Anything You Can Do, I Can Do Better (No You Can’t)…, Computer Vision, Graphics, and Image Processing, Vol. 36, pp. 387-391, 1986, doi:10.1016/0734-189X(86)90083-6.
Abstract: Computer vision suffers from an overload of written information but a dearth of good evaluations and comparisons. This paper discusses why some of the problems arise and offers some guidelines we should all follow.
Very nice reading material, and (although I know these ideas are around for quite some time already) I was amazed to see so many parallels to our recent IEEE Signal Processing Magazine paper, already in this paper by Price from 1986. That’s more than 20 years ago! Price talks about the reproducibility problems in computer vision and image processing, writing we should “stand on other’s shoulders, not on other’s toes”. He also did a study on reproducibility of a set of about 42 papers, verifying the size of the dataset and clarity of the problem statement. Price concludes as follows: “Researchers should make the effort to obtain implementations of other researchers’ systems so that we can better understand the limitations of our own work.”
Again, interesting to see how these issues and worries have been around for more than 20 years in the field of image processing. It’s about time to drastically improve our standards, I think!
I would really recommend this article to anyone interested in issues around reproducible research.