Computer-Vision-literature

Everything related to Computer Vision

Papers:

• The Science of Vision: An Introduction - https://mind.ilstu.edu/curriculum/vision_science_intro/vision_science_intro.html

• https://openaccess.thecvf.com/content_CVPR_2019/papers/Chen_Towards_Scene_Understanding_Unsupervised_Monocular_Depth_Estimation_With_Semantic-Aware_Representation_CVPR_2019_paper.pdf

• Semantic Understanding of Scenes through ADE20K Dataset. https://arxiv.org/pdf/1608.05442.pdf

• Papers with Code: https://paperswithcode.com/task/real-time-semantic-segmentation/latest

• Consistent video depth estimation - https://arxiv.org/abs/2004.15021

• Robust Consistent Video Depth Estimation - https://arxiv.org/abs/2012.05901

• Single Image Depth Estimation From Predicted Semantic Labels - http://ai.stanford.edu/~koller/Papers/Liu%2Bal%3ACVPR10.pdf

• https://arxiv.org/abs/2010.11929

• Review paper on depth estimation methods A taxonomy and evaluation of dense two-frame stereo correspondence algorithms.

• Unsupervised learning in images (relevant for thesis):

  • Unsupervised cnn for single view depth estimation: Geometry to the rescue
  • Unsupervised learning of depth and ego-motion from video.
  • Unsupervised monocular depth estimation with left-right consistency.

GitHub links:

Real time segmentation:

• https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks
• https://github.com/topics/real-time-semantic-segmentation

Active Learning:

• https://github.com/modAL-python/modAL

Video lectures:

• EPFL: http://www.klewel.com/conferences/epfl-computer-vision/
• UCF: https://www.crcv.ucf.edu/courses/cap5415-fall-2012/
• Udacity: https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm

Medium / Articles:

• Active Learning - https://towardsdatascience.com/active-learning-5b9d0955292d
• Facial landmarking - https://medium.com/datadriveninvestor/facial-landmark-detection-in-real-time-using-opencv-dlib-adbba9255329
• Depth Estimation - https://towardsdatascience.com/depth-estimation-1-basics-and-intuition-86f2c9538cd1

Implementation Links:

• Active Learning - https://modal-python.readthedocs.io/en/latest/content/examples/Keras_integration.html

Different CV-DL methods to be explored:

1. Mask R-CNN - https://arxiv.org/abs/1703.06870
2. Fast R-CNN - https://arxiv.org/abs/1504.08083
3. Faster R-CNN - https://arxiv.org/abs/1506.01497
4. Image Segmentation Using Deep Learning: A Survey - https://arxiv.org/abs/2001.05566