For people reading: you can look at Backlinks or the Graph View on the right to find the pages about the papers I’ve been reading.
TIME TO READ
Topics to explore:
- Unsupervised optical flow (including traditional energy techniques to give us lots of cool criteria to minimize)
- Probabilistic formulations of optical flow
- Supervised optical flow
- Particle tracking
- Diffusion modeling
Strategies:
- Reading in chronological order: older papers are (usually) easier to understand (especially if you ignore the math)
- Rereading a paper once I’ve read the ones it cited
- I can look at Connected Papers to see some papers related to ones I’m currently working on
Origin papers:
- Unsupervised Learning of Multi-Frame Optical Flow with Occlusions, 2018
- RAFT
- Diffusion modeling for optical flow
- Latent diffusion
- Text-conditioned generative flow
- Luo_UPFlow_Upsampling_Pyramid_for_Unsupervised_Optical_Flow_Learning_CVPR_2021_paper.pdf
Original LitReview doc: edit (with some supervised flow stuff I can paste over)
Non-local Total Generalized Variation for Optical Flow Estimation Pyramid methods in image processing learning-by-analogy-reliable-supervision-from unsupervised-optical-flow-using-cost-function 0a87428c6b2205240485ee6bb9cfb00fd9ed359c UnFlow Census Loss SelFLow Liu Lyu Xu 2cb35277b551f2ccc91f37aa66c2a8ae01be0c65
Secrets of optical flow estimation and their principles
GMFlow
Computation of optical flow using a neural network
Back to basics: Unsupervised learning of optical flow via brightness constancy and motion smoothness (2016!)
0b197f323e7d5514e5ada388858e38890dce0148 c90a2d5f881c70587643019e8af3c1fd0f6faa4d [
What Makes Good Synthetic Training Data for Learning Disparity and Optical _Flow_Estimation?
](ec1f3f1f1d9af3046650c3a30f95a7f2f0a78390) f5719438eb7e26827db9c3cd469063d1d12e1f19 Competitive Collaboration af3422d4f953ef54cd367cb48f7a28fba8e0addd 24466bb59d19206ce027729f238b68a848d47f94 15422a62664c6d79c9a3e70625e1f07b1f245c10 281c84088a4294bc0c74b4bb21d1800f2f925a5e GenerativeImageDynamics.pdf
Get true gt warped images oops
Find the best paper that currently exists and run it