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update release notes
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@ -10,8 +10,36 @@
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<current>
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New Features and Improvements:
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- Added serialization support for std::variant and std::optional.
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- Added upgrades to dlib::type_safe_union: type_safe_union_size, type_safe_union_alternative_t,
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made into variadic template, more generic visit() method.
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- Added dlib/invoke.hh which contains C++11 backports of std::invoke and related tooling.
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- Added letterbox_image()
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- Exposed momentum_filter to Python.
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- Deep learning tooling:
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- Added Clipped ReLU and ELU activations
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- Made input_layer() work with networks that contain repeat layers.
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- Added loss_yolo_ for training YOLO style object detectors.
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- Added support for fused convolutions, see dlib::fuse_layers().
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- Added dnn self supervised learning example: dnn_self_supervised_learning_ex.cpp
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Non-Backwards Compatible Changes:
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Bug fixes:
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- Fix input/output mappings with repeat layers (PR #2337)
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- Fix disable_duplicative_biases when the input is a skip layer (PR #2367)
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- Fix cannot compile iso only code (PR #2384)
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- Fix running gradient crashing sometimes (PR #2401)
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- Fix trainer with unsupervised loss (PR #2436)
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- Fix dnn_trainer trying to decrease the learning rate (PR #2442)
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- Fix Layer Normalize (PR #2489)
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</current>
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<!-- ************************************************************************************** -->
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<old name="19.22" date="Mar 28, 2021">
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New Features and Improvements:
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- Deep learning tooling:
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- Added loss_multibinary_log_
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@ -39,7 +67,7 @@ Bug fixes:
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- Fixed bug in loss_mmod that degraded the quality of bounding box regression. Now
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bounding box regression works a lot better.
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- Fixes for code not compiling in various environments and support newer CUDA tooling.
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</current>
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</old>
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<!-- ************************************************************************************** -->
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