204,552 research outputs found
biigle/maia: v2.0.0-beta
No full text<p>This module now uses PyTorch and MMDetection instead of TensorFlow. The MAIA object detection is now implemented with Faster R-CNN instead of Mask R-CNN. In a few tests, this new setup performed a little better than before (higher recall and precision). The results were a lot more stable, too (i.e. recall and precision did not change that much when training/inference was repeated on the same data).</p>
Upgrade information
<p>The <code>MAIA_AVAILABLE_BYTES</code> env variable was removed. Instead, the object detection training batch size can be set directly with <code>MAIA_MMDET_TRAIN_BATCH_SIZE</code>.</p>
<p>The <code>COCO_MODEL_URL</code> env variable was removed. Use <code>MAIA_BACKBONE_MODEL_URL</code> for the PyTorch backbone file and <code>MAIA_MODEL_URL</code> for the MMDetection checkpoint file.</p>
<p>The training scheme is no longer configurable. Instead of iteration-based training (which still was called "epochs" before), training runs for a fixed number of 12 epochs now (which is the default training config for many MMdet object detectors and worked well in tests).</p>
<p>What's previously been called "instance segmentation" is now correctly called "object detection".</p>
What's Changed
<ul>
<li>Bump terser from 4.8.0 to 4.8.1 by @dependabot in <a href="https://github.com/biigle/maia/pull/108">https://github.com/biigle/maia/pull/108</a></li>
<li>Bump loader-utils from 1.4.0 to 1.4.1 by @dependabot in <a href="https://github.com/biigle/maia/pull/113">https://github.com/biigle/maia/pull/113</a></li>
<li>Bump loader-utils from 1.4.1 to 1.4.2 by @dependabot in <a href="https://github.com/biigle/maia/pull/114">https://github.com/biigle/maia/pull/114</a></li>
<li>Bump json5 from 1.0.1 to 1.0.2 by @dependabot in <a href="https://github.com/biigle/maia/pull/116">https://github.com/biigle/maia/pull/116</a></li>
<li>Migrate to PyTorch by @mzur in <a href="https://github.com/biigle/maia/pull/117">https://github.com/biigle/maia/pull/117</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v1.24.0...v2.0.0-beta">https://github.com/biigle/maia/compare/v1.24.0...v2.0.0-beta</a></p>
biigle/maia: v2.1.0-beta
No full textWhat's Changed
<ul>
<li>Bump webpack from 5.69.1 to 5.76.1 by @dependabot in <a href="https://github.com/biigle/maia/pull/119">https://github.com/biigle/maia/pull/119</a></li>
<li>Bump word-wrap from 1.2.3 to 1.2.4 by @dependabot in <a href="https://github.com/biigle/maia/pull/122">https://github.com/biigle/maia/pull/122</a></li>
<li>Upgrade to Torch 2 and MMDet 3 by @mzur in <a href="https://github.com/biigle/maia/pull/120">https://github.com/biigle/maia/pull/120</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.0.2...v2.1.0-beta">https://github.com/biigle/maia/compare/v2.0.2...v2.1.0-beta</a></p>
biigle/maia: v2.1.1
No full textWhat's Changed
<ul>
<li>Hide training proposal content if it should never be shown by @mzur in <a href="https://github.com/biigle/maia/pull/125">https://github.com/biigle/maia/pull/125</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.1.0...v2.1.1">https://github.com/biigle/maia/compare/v2.1.0...v2.1.1</a></p>
biigle/maia: v2.0.0-beta2
No full text<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.0.0-beta...v2.0.0-beta2">https://github.com/biigle/maia/compare/v2.0.0-beta...v2.0.0-beta2</a></p>
biigle/maia: v2.0.0-beta3
No full text<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.0.0-beta2...v2.0.0-beta3">https://github.com/biigle/maia/compare/v2.0.0-beta2...v2.0.0-beta3</a></p>
biigle/maia: v2.1.0-beta2
No full text<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.1.0-beta...v2.1.0-beta2">https://github.com/biigle/maia/compare/v2.1.0-beta...v2.1.0-beta2</a></p>
biigle/maia: v2.1.0-beta3
No full text<p><strong>Full Changelog</strong>: <a href="https://github.com/biigle/maia/compare/v2.1.0-beta2...v2.1.0-beta3">https://github.com/biigle/maia/compare/v2.1.0-beta2...v2.1.0-beta3</a></p>
biigle/maia: v2.5.0
No full text<h2>What's Changed</h2>
<ul>
<li>Bump follow-redirects from 1.14.9 to 1.15.4 by @dependabot in https://github.com/biigle/maia/pull/151</li>
<li>Bump pillow from 10.0.1 to 10.2.0 by @dependabot in https://github.com/biigle/maia/pull/152</li>
<li>Largo sort by @mzur in https://github.com/biigle/maia/pull/149</li>
</ul>
<p><strong>Full Changelog</strong>: https://github.com/biigle/maia/compare/v2.4.0...v2.5.0</p>
biigle/maia: v2.3.5
No full text<h2>What's Changed</h2>
<ul>
<li>Bump browserify-sign from 4.2.1 to 4.2.2 by @dependabot in https://github.com/biigle/maia/pull/146</li>
<li>Fix handling of RGBA images during object detection by @mzur in https://github.com/biigle/maia/pull/147</li>
</ul>
<p><strong>Full Changelog</strong>: https://github.com/biigle/maia/compare/v2.3.4...v2.3.5</p>
biigle/maia: v2.5.4
No full text<h2>What's Changed</h2>
<ul>
<li>Fix filtering in process novelty/object detected image jobs by @mzur in https://github.com/biigle/maia/pull/158</li>
<li>Override redispatch on process image jobs by @mzur in https://github.com/biigle/maia/pull/159</li>
</ul>
<p><strong>Full Changelog</strong>: https://github.com/biigle/maia/compare/v2.5.3...v2.5.4</p>
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