A list of all papers on Semantic Segmentation and the datasets they use. This site is maintained by Holger Caesar. To complement or correct it, please contact me at holger-at-it-caesar.com or visit it-caesar.com. Also checkout really-awesome-gan and our COCO-Stuff dataset.
Announcement: Starting from September 1 we are organizing the public COCO 2017 Stuff Segmentation Challenge. Please consider participating. Winners will be announced at the Joint COCO and Places Recognition workshop at ICCV 2017.
For details which paper uses which dataset, please open the Google Drive document.
- A 2017 Guide to Semantic Segmentation with Deep Learning by Qure AI [Blog about different sem. segm. methods]
- A Review on Deep Learning Techniques Applied to Semantic Segmentation [Survey paper with a special focus on datasets and the highest performing methods]
- Computer Vision for Autonomous Vehicles: Problems, Datasets and State-of-the-Art [Survey paper about all aspects of autonomous vehicles, including sem. segm.] [Webpage with a summary of all relevant publications]