Open Source Computer Vision Library https://opencv.org/

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History

Yuantao Feng 0521a3a384 Merge pull request #24476 from fengyuentau:attention_layer ... dnn: add attention layer #24476 Resolves #24609 Merge with: https://github.com/opencv/opencv_extra/pull/1128. Attention operator spec from onnxruntime: https://github.com/microsoft/onnxruntime/blob/v1.16.1/docs/ContribOperators.md#com.microsoft.Attention. TODO: - [x] benchmark (before this PR vs. with this PR vs. ORT). - [x] Layer fusion: Take care Slice with end=INT64_MAX. - [x] Layer fusion: match more potential attention (VIT) patterns. - [x] Single-head attention is supported. - [x] Test AttentionSubgraph fusion. - [x] Add acc tests for VIT_B_32 and VitTrack - [x] Add perf tests for VIT_B_32 and VitTrack ## Benchmarks Platform: Macbook Air M1. ### Attention Subgraph Input scale: [1, 197, 768]. | | mean (ms) | median (ms) | min (ms) | | ---------------------- | --------- | ----------- | -------- | | w/ Attention (this PR) | 3.75 | 3.68 | 3.22 | | w/o Attention | 9.06 | 9.01 | 8.24 | | ORT (python) | 4.32 | 2.63 | 2.50 | ### ViTs All data in millisecond (ms). | ViTs | With Attention | Without Attention | ORT | | -------- | -------------- | ----------------- | ------ | | vit_b_16 | 302.77 | 365.35 | 109.70 | | vit_b_32 | 89.92 | 116.22 | 30.36 | | vit_l_16 | 1593.32 | 1730.74 | 419.92 | | vit_l_32 | 468.11 | 577.41 | 134.12 | | VitTrack | 3.80 | 3.87 | 2.25 | ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake		1 year ago
..
calib3d	Merge pull request #24546 from thewoz:checkerboard	1 year ago
core	Merge pull request #24136 from komakai:visionos_support	1 year ago
dnn	Merge pull request #24476 from fengyuentau:attention_layer	1 year ago
features2d	Added Java bindings for BOWImgDescriptorExtractor constructor.	1 year ago
flann	Merge pull request #23109 from seanm:misc-warnings	1 year ago
gapi	Merge pull request #24576 from AsyaPronina:ot_to_python	1 year ago
highgui	Update window_QT.cpp	1 year ago
imgcodecs	Merge pull request #24136 from komakai:visionos_support	1 year ago
imgproc	Fix typo	1 year ago
java	Merge pull request #24685 from AleksandrPanov:fix_build_grandle	1 year ago
js	Merge pull request #24458 from laolaolulu:4.x	1 year ago
ml	Merge pull request #23109 from seanm:misc-warnings	1 year ago
objc	Merge pull request #24136 from komakai:visionos_support	1 year ago
objdetect	Get code to compile without DNN	1 year ago
photo	Merge pull request #23109 from seanm:misc-warnings	1 year ago
python	Enabled VAS OT in G-API Python interface	1 year ago
stitching	fix: supress GCC13 warnings (#24434)	1 year ago
ts	Merge pull request #23109 from seanm:misc-warnings	1 year ago
video	Merge pull request #24461 from fengyuentau:tracker_vit_backend_target	1 year ago
videoio	Merge pull request #24136 from komakai:visionos_support	1 year ago
world	cmake: use /INCREMENTAL:NO with MSVS 2015	1 year ago