Code

Port Faster R-CNN to Keras3#2458

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divyashreepathihalli merged 46 commits intokeras-team:masterkeras-team/keras-cv:masterfrom sineeli:sineeli/faster-rcnnsineeli/keras-cv:sineeli/faster-rcnnCopy head branch name to clipboardAug 20, 2024

+2,085-85

Commits

Commits on Jun 10, 2024

• Base structure for faster rcnn till rpn head

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• Add export for Faster RNN

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• add init file

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• initalize faster rcnn at model level

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Commits on Jun 12, 2024

• code fix fo roi align

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• Forward Pass code for Faster R-CNN

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Commits on Jun 25, 2024

• Faster RCNN Base code for Keras3(Draft-1)

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• Add local batch size

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Commits on Jul 2, 2024

• Add parameters to RPN Head

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• Make FPN more customizable with parameters and remove redudant code

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• Compute output shape for ROI Generator

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• Faster RCNN functional model with required import corrections

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Commits on Jul 8, 2024

• add clip boxes to forward pass

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Commits on Jul 11, 2024

• add prediction decoder and use "yxyx" as default internal bounding box format

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Commits on Jul 16, 2024

• feature pryamid correction

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Commits on Jul 29, 2024

• change ops.divide to ops.divide_no_nan

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• use from logits=True for Non Max supression

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• include box convertions for both rois and ground truth boxes

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• Change number of detections in decoder

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Commits on Jul 30, 2024

• Use categoricalcrossentropy to avoid -1 class error + added get_config for model saving

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• add basic test cases + linting

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• Add seed generator for sampling in RPN label encoding and ROI sampling layers

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• Use only spatial dimension for ops.nn.avg_pool + use ops.convert_to_tensor for list type + linting

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• Convert list to tensor using keras ops

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Commits on Jul 31, 2024

• Remove seed number from seed generator

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Commits on Aug 5, 2024

• Remove print and add proper comments

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Commits on Aug 8, 2024

• - Use stddev(0.01) as per paper across RPN and R-CNN Heads

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• - Fixes slice for multi backend

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Commits on Aug 9, 2024

• - Add compute metrics method

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Commits on Aug 12, 2024

• Correct test cases and add missing args

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Commits on Aug 13, 2024

• Fix lint issues

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• - Fix lint and remove hard coded params to make it user friendly.

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Commits on Aug 14, 2024

• - Generate ROI's while decoding for predictions

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• - Add faster rcnn to build method

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• - Test only for Keras3

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Commits on Aug 15, 2024

• - Correct test case

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Commits on Aug 16, 2024

• - Correct the test cases decorator to skip for Keras2

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• - Skip Legacy test cases

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• - Remove unecessary import in legacy code to fix lint

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• - Correct pytest complexity

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• - FIx Image Shape to 512, 512 default which will not break other test cases

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Commits on Aug 19, 2024

• - Lower image sizes for test cases

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Commits on Aug 20, 2024

• - fix keras to 3.3.3 version

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• - Generate api

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• - Lint fix

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• - Increase the atol, rtol for YOLOv8 Detector forward pass

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