- Image Matching Challenge 2021
- External data can be found here.
- Previous benchmarks, and previous solutions can also be found here.
- CVPR'20 and '21 Workshop stream YouTube
- FPCV Youtube Playlist to get started with the domain YouTube
- Image Matching Challenge 2020 Recap Blog
- Wide Baseline stereo meets deeplearning Blog
- Multiple View Geometry in Computer Vision 2nd Edition Link
- Structure of Motion Wiki Link
- Local Feature Detection and Extraction umich pdf MATLAB
- SIFT Wiki Link Medium article Part 1 Part 2
- Introduction to SIFT(Scale Invariant Feature Transform) Medium Link
- RANSAC Wiki Link gatech pdf cornell ppt
- Image Matching Across Wide Baselines (IJCV'20) Link
- Distinctive Image Features from Scale Invariant Keypoints Link
- SIFT: Scale Invariant Feature Transform by David Lowe PPT Link Wiki Link
- DISK: Learning Local Features with Policy Gradient Link
- LoFTR: Detector-Free Local Feature Matching with Transformers Link Project page Analyticsdimag article link (Current SOTA)
- UBC Vision group IMC Benchmark Baseline Link
- UBC Vision Group IMC Benchmark Repo Link
- Image Registration by Direct Optimization (Kornia Sample) Link
- Image Matching example with LoFTR (Kornia Sample) Link
- Image Matching example with kornia local features: TFeat, MKD, OriNet Colab link
- How to Match images using DELF and TF Hub Tensorflow Tutorial
- DOLG-Tensorflow Implementation Github
- GL3D: Geometric Learning with 3D Reconstruction Github
- TFMatch: Learning-based image matching in TensorFlow Github
- QUADTREE - Image Matching Challenge 2022 Notebook Link
- IMC 2022-kornia-LoFTR : Score Plateau @ 0.726 Notebook Link
- imc2022-training-data Notebook Link
- imc2022-training-set-eval-one-function Notebook Link
- imc2022-baseline-submission-sift Notebook Link
- imc2022-dependencies Notebook Link