mapbox/robosat

View on GitHub

Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds

Stars: 2.1k
Forks: 385
Open beginner issues: 0
Indexed issues: 49

Dominant language: Python
License: MIT
Last GitHub push: Jun 29, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Beginner friendly Everything

Open All

49 open issues indexed

Division by zero when training with small datasets caused by incomplete batch dropping Open

Difficulty 1/5 Under an hour Newbie friendliness 35/100

mapbox/robosat#228 · Opened Apr 16, 2023
Extracting segmentation masks from bbox coordinates Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

mapbox/robosat#227 · 2 comments · Opened Nov 29, 2022
Augmented data is stopping weight calculation and training. Open

Difficulty 4/5 3-5 days Newbie friendliness 32/100

mapbox/robosat#224 · 1 comment · Opened Oct 13, 2021
RuntimeError: unexpected EOF, expected 2051578 more bytes. The file might be corrupted. Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

mapbox/robosat#223 · 1 comment · Opened Aug 8, 2021
Bringin own data Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

mapbox/robosat#222 · 14 comments · Opened Aug 8, 2021
Error while training Open

Difficulty 4/5 3-5 days Newbie friendliness 18/100

mapbox/robosat#220 · 1 comment · Opened Jun 18, 2021
poor prediction in satellite images Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

mapbox/robosat#219 · 4 comments · Opened Jun 7, 2021
Multipolygons cause "UnboundLocalError: local variable 'x' referenced before assignment" in rs cover Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

mapbox/robosat#217 · 1 comment · Opened Mar 27, 2021
Data preparation Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

mapbox/robosat#216 · Opened Jan 1, 2021
installation Error: No such file or directory: '/data/model.toml' Open

Difficulty 2/5 1-3 hours Newbie friendliness 25/100

mapbox/robosat#215 · 10 comments · Opened Dec 17, 2020
Need an install instruction in a Python IDE Open

Difficulty 2/5 1-3 hours Newbie friendliness 25/100

mapbox/robosat#214 · 4 comments · Opened Dec 9, 2020
converting segmented masks into geojson files Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

mapbox/robosat#212 · Opened Sep 22, 2020
rs train results Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

mapbox/robosat#211 · Opened Sep 21, 2020
rs download not working in case of tanzania images Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

mapbox/robosat#210 · 4 comments · 1 reaction · Opened Sep 16, 2020
rs export: Failed to export an ONNX attribute Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#190 · 4 comments · Opened Oct 22, 2019
rs_subset should accept multiple file inputs Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mapbox/robosat#189 · Opened Oct 17, 2019
Utility for syncing training, validation, and evaluation data. Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

mapbox/robosat#188 · 1 comment · Opened Oct 16, 2019
rs_cover, rs_download, and rs_rasterize should accept multiple GEOJSON files Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#187 · 1 comment · Opened Oct 16, 2019
Merge in https://github.com/datapink/robosat.pink Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

mapbox/robosat#184 · 10 comments · Opened Sep 20, 2019
Upgrade to latest stable pytorch and torchvision Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

mapbox/robosat#182 · 1 comment · Opened Sep 14, 2019
Implement EfficientNet backbone Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#172 · 2 comments · Opened Jun 13, 2019
Feature pyramid attention (FPA) modules Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

mapbox/robosat#167 · Opened May 30, 2019
Squeeze and excitation (scSE) modules Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#157 · 1 reaction · Opened May 27, 2019
TensorBoard integration Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

mapbox/robosat#156 · Opened May 27, 2019
rs extract: implement generic feature validation in base handler Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#136 · Opened Oct 23, 2018
Topology-aware loss function for combined pixel-wise and topology loss Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#133 · 1 reaction · Opened Oct 23, 2018
Could the rs subset tool add automaticly construct dataset function？ Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#93 · 7 comments · 1 reaction · Opened Jul 24, 2018
Up- or downsample probabilities between zoom levels Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#78 · Opened Jul 15, 2018
Warmup epochs with frozen pre-trained encoder weights to initialize decoder Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

mapbox/robosat#72 · Opened Jul 9, 2018
Implement Feature Pyramid Network for semantic segmentation Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#60 · 4 reactions · Opened Jul 2, 2018
Implement test-time augmentations for `rs predict` Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#57 · Opened Jun 29, 2018
Allow arbitrary number of input channels in ResNet encoder (not only RGB) Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#56 · 2 comments · 1 reaction · Opened Jun 29, 2018
Implement additional data augmentations for training Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

mapbox/robosat#55 · Opened Jun 29, 2018
Handle instance segmentation by adding second output channel for touching borders Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#52 · Opened Jun 26, 2018
Generalize post-processing handlers across zoom levels Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#51 · Opened Jun 26, 2018
Mirror tiles at borders if adjacent tiles are missing Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

mapbox/robosat#48 · Opened Jun 24, 2018
Save all-background mask in `rs rasterize` for hard-negative mining Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mapbox/robosat#43 · Opened Jun 18, 2018
Benchmark using pinned CUDA memory in data loaders Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#21 · 4 comments · Opened Jun 11, 2018
Refactor datasets to use slippy map dataset abstractions Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

mapbox/robosat#17 · Opened Jun 11, 2018
Move simplification to `rs merge` pipeline step Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mapbox/robosat#16 · Opened Jun 10, 2018
Pass device to torch.load instead of map_location function Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mapbox/robosat#14 · 1 reaction · Opened Jun 10, 2018
Provide abstract base classes for handlers Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#13 · Opened Jun 10, 2018
Implement RetinaNet for Object Detection Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#12 · 2 comments · Opened Jun 10, 2018
Investigate difference in `rs cover` vs `tile-cover` tile list Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

mapbox/robosat#10 · Opened Jun 10, 2018
Refactor robosat to be a proper library with utility tools on top of it Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#9 · Opened Jun 10, 2018
Automatically refine generated training dataset masks Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#8 · 1 comment · Opened Jun 10, 2018
Implement optional random feature sampling for `rs extract` Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mapbox/robosat#7 · Opened Jun 10, 2018
Refactor all path handling to use pathlib Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#5 · Opened Jun 10, 2018
Refactor top level robosat module Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mapbox/robosat#2 · Opened Jun 10, 2018

mapbox/robosat

Get new issues in your inbox