Researcher

Martin A. Fischler

Martin A. Fischler is a computer vision researcher whose 1981 paper with Robert Bolles introduced RANSAC, a method for estimating a model from data that contains outliers. In 1969 he wrote about machine perception at the Lockheed Palo Alto Research Laboratory, and he later coauthored IJCAI papers on perceptual organization in 1983 and on one-eyed stereo in 1985. In 1987 he and Oscar Firschein edited Readings in Computer Vision and wrote Intelligence: The Eye, the Brain and the Computer. By 2006 he was a Principal Scientist at SRI International, working on DARPA's Learning Applied to Ground Robots program.

Badges

Timeline

  1. 1969

    Machine perception at Lockheed

    At the Lockheed Palo Alto Research Laboratory, he writes "Machine Perception and Description of Pictorial Data" for IJCAI in 1969. The paper proposes a structural, linguistic approach to machine perception.

  2. 1971–1973

    Pictorial data and AI forecasting

    At IJCAI in 1971, he publishes "Aspects of the Detection of Scene Congruence" and, with Oscar Firschein, "A Study in Descriptive Representation of Pictorial Data". In 1973, he and Firschein join L. Stephen Coles and Jay M. Tenenbaum on "Forecasting and Assessing the Impact of Artificial Intelligence on Society" for IJCAI.

  3. 1981

    The RANSAC paper

    At SRI International, he and Robert C. Bolles publish "Random Sample Consensus: A Paradigm for Model Fitting with Applications to Image Analysis and Automated Cartography" in 1981. The paper introduces RANSAC, an iterative method that estimates the parameters of a mathematical model from data containing outliers. They apply it to the location determination problem, which asks for the points in space that project onto an image as a set of landmarks with known locations.

  4. 1983–1985

    Linear structure and one-eyed stereo

    At IJCAI in 1983, he publishes "Machine Perception of Linear Structure" with Helen C. Wolf and "Perceptual Organization and the Curve Partitioning Problem" with Robert C. Bolles. In 1985, he and Thomas M. Strat publish "One-Eyed Stereo: A General Approach to Modeling 3-D Scene Geometry" at IJCAI.

  5. 1987

    Two books on vision and intelligence

    In 1987, he and Oscar Firschein edit Readings in Computer Vision: Issues, Problems, Principles, and Paradigms, which collects sixty papers, most published since 1980. Both editors are leaders of the AI Center Perception Group at SRI International. They also write Intelligence: The Eye, the Brain and the Computer, published by Addison-Wesley.

  6. 1992

    Line drawings as 3-D wire frames

    In 1992, he and Y. G. Leclerc publish "An Optimization-Based Approach to the Interpretation of Single Line Drawings as 3-D Wire Frames" in the International Journal of Computer Vision. Their paper "Recovering 3-D wire frames from line drawings" appears in the proceedings of the DARPA Image Understanding Workshop in San Diego.

  7. By 2006

    Ground robots at SRI

    As a Principal Scientist at SRI International, he works on LAGR, DARPA's Learning Applied to Ground Robots project for autonomous offroad navigation with realtime vision and learning. In 2006, he coauthors "Outdoor Mapping and Navigation using Stereo Vision" with Kurt Konolige, Motilal Agrawal, Robert C. Bolles, Cregg Cowan and Brian P. Gerkey for the International Symposium on Experimental Robotics in Rio de Janeiro.

Career

  1. 1969Lockheed Palo Alto Research Laboratory
  2. SRI InternationalPrincipal Scientist

Sources and credits

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  1. Machine Perception and Description of Pictorial Data — Lacuna lacuna.tiptreesystems.com. Checked 21 October 2026.
  2. Fischler, Martin A. | ML Anthology mlanthology.org. Checked 21 October 2026.
  3. Random sample consensus - Wikipedia en.wikipedia.org. Checked 21 October 2026.
  4. Readings in Computer Vision - 1st Edition | Elsevier Shop shop.elsevier.com. Checked 21 October 2026.
  5. CiNii 図書 - Readings in computer vision : issues, problems, principles, and paradigms ci.nii.ac.jp. Checked 21 October 2026.
  6. CiNii 図書 - Intelligence : the eye, the brain, and the computer ci.nii.ac.jp. Checked 21 October 2026.
  7. AI Center :: Dr Martin A Fischler archived.ai.sri.com. Checked 21 October 2026.