From 5d6c83428ab57987e5c4d42374b86e8b1f9cb520 Mon Sep 17 00:00:00 2001 From: shenzehong Date: Wed, 7 Apr 2021 11:45:41 +0800 Subject: [PATCH] ADD LoFTR and some examples --- .gitignore | 12 + README.md | 74 ++++- .../0015_0.1_0.3.npz | Bin 0 -> 231253 bytes .../0015_0.3_0.5.npz | Bin 0 -> 231253 bytes .../0022_0.1_0.3.npz | Bin 0 -> 272610 bytes .../0022_0.3_0.5.npz | Bin 0 -> 272610 bytes .../0022_0.5_0.7.npz | Bin 0 -> 272610 bytes .../megadepth_test_1500.txt | 5 + .../london_bridge_19481797_2295892421.jpg | Bin 0 -> 295643 bytes .../london_bridge_49190386_5209386933.jpg | Bin 0 -> 381816 bytes .../london_bridge_78916675_4568141288.jpg | Bin 0 -> 293798 bytes .../london_bridge_94185272_3874562886.jpg | Bin 0 -> 368048 bytes .../piazza_san_marco_06795901_3725050516.jpg | Bin 0 -> 469610 bytes .../piazza_san_marco_15148634_5228701572.jpg | Bin 0 -> 457136 bytes .../piazza_san_marco_18627786_5929294590.jpg | Bin 0 -> 145430 bytes .../piazza_san_marco_43351518_2659980686.jpg | Bin 0 -> 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100644 src/utils/comm.py create mode 100644 src/utils/dataloader.py create mode 100644 src/utils/dataset.py create mode 100644 src/utils/metrics.py create mode 100644 src/utils/misc.py create mode 100644 src/utils/plotting.py create mode 100644 src/utils/profiler.py create mode 100644 test.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..ca159c8 --- /dev/null +++ b/.gitignore @@ -0,0 +1,12 @@ +.vscode/ +*.pyc +*.DS_Store +*.swp +*.pth +tmp.* +*/.ipynb_checkpoints/* + +logs/ +weights/ +dump/ +src/loftr/utils/superglue.py \ No newline at end of file diff --git a/README.md b/README.md index d263681..352673d 100644 --- a/README.md +++ b/README.md @@ -9,10 +9,82 @@ ![demo_vid](assets/loftr-github-demo.gif) +## Installation +```shell +# For full pytorch-lightning trainer features +conda env create -f environment.yaml +conda activate loftr + +# For the LoFTR matcher only +pip install torch einops yacs kornia +``` + +We provide the [download link](https://drive.google.com/drive/folders/1DOcOPZb3-5cWxLqn256AhwUVjBPifhuf?usp=sharing) to + - the scannet-1500-testset (~1GB). + - the megadepth-1500-testset (~600MB). + - 4 pretrained models of indoor-ds, indoor-ot, outdoor-ds and outdoor-ot (each ~45MB). + +By now, the LoFTR-DS model is ready to go! + +
+ [Requirements for LoFTR-OT] + + We use the code from [SuperGluePretrainedNetwork](https://github.com/magicleap/SuperGluePretrainedNetwork) for optimal transport. However, we can't provide the code directly due to its LICENSE. We recommend downloading it instead. + + ```shell + cd src/loftr/utils + wget https://raw.githubusercontent.com/magicleap/SuperGluePretrainedNetwork/master/models/superglue.py + ``` +
+ + +## Run the code + +### Match image pairs with LoFTR + +
+ [code snippets] + + ```python + from src.loftr import LoFTR, default_cfg + + # Initialize LoFTR + matcher = LoFTR(config=default_cfg) + matcher.load_state_dict(torch.load("weights/indoor_ds.ckpt")['state_dict']) + matcher = matcher.eval().cuda() + + # Inference + with torch.no_grad(): + matcher(batch) # batch = {'image0': img0, 'image1': img1} + mkpts0 = batch['mkpts0_f'].cpu().numpy() + mkpts1 = batch['mkpts1_f'].cpu().numpy() + ``` + +
+ +An example is in the `notebooks/demo_single_pair.ipynb`. + +### Reproduce the testing results with pytorch-lightning + +```shell +conda activate loftr +# with shell script +bash ./scripts/reproduce_test/indoor_ds.sh + +# or +python test.py configs/data/scannet_test_1500.py configs/loftr/loftr_ds.py --ckpt_path weights/indoor_ds.ckpt --profiler_name inference --gpus=1 --accelerator="ddp" +``` + +For visualizing the dump results, please refer to `notebooks/visualize_dump_results.ipynb`. + +### Reproduce the training phase with pytorch-lightning + +The code is coming soon, stay tuned! +
+ ## Code release ETA -We plan to release the inference-only code and pretrained model within the upcoming week, stay tuned. The entire codebase for data pre-processing, training and validation is under major refactoring and will be released around June. Please subscribe to [this discussion thread](https://github.com/zju3dv/LoFTR/discussions/2) if you wish to be notified of the code release. In the meanwhile, discussions about the paper are welcomed in the [discussion panel](https://github.com/zju3dv/LoFTR/discussions). diff --git a/assets/megadepth_test_1500_scene_info/0015_0.1_0.3.npz b/assets/megadepth_test_1500_scene_info/0015_0.1_0.3.npz new file mode 100644 index 0000000000000000000000000000000000000000..0e4820cfb5e844349d5e7da0d56409efeb80d24c GIT binary patch literal 231253 zcmb?k3A_}=(SIu5xABa`&npHK6L)9!m`#kkDv1YbP;+2Bmff9M@d%=#BBJ7oii-F1 zB4`ka;*E+14LT1+MLeQn;t`{0h!UebG~Va;uiELE>3KWT^ZI4;3-3K^yQ{0Zy1J^m zx@+Q~D>7Xxb7KGq^?0Xo?C2B59)DtEZ1?5eQ�Kc28M-wB7#7<=w-&&hFl0rF!?d-3N9L z8Me}Xr>%K*_o!8;tZI)vWsE~@R{n+6ect3Yc$FzDP3Yc#|NZy*1|R-sSb1!B{k+34 zq{6R8+ee--_SoacI(GG-=6*Y8GTHpjJkAq#&gV*{Y%yn=)l#W$TD5v3m#rTAqoc+g zLEU+uDaE8NvYAr0l+7ANv)XJln%SITW(s}!Kv&5lG0jZTEaXf1YQb?#r&KKFtY|OE z12HrCd^Tegin*$jY3A})rskCVE|Rh5&0;Z|H!ZW;$T*FLS!fsy(Nv8!lP#63OtqLT zHVYXuTg-^2M74r>*Dd&`$R@TmiT8k-=e=7RSWy8r|RdQ-3)o_Y_>*TgZDPJn)&^%i$ 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