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UnsupObjSeg.html
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<!DOCTYPE html>
<html lang="en">
<head>
<title>Unsupervised Object Segmentation</title>
<meta name="description" content="Project page of Unsupervised Object Segmentation on Real-world Images.">
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=yes">
<meta charset="utf-8">
<!--Facebook-->
<!-- <meta property="og:image" content="http://imagine.enpc.fr/~monniert/DTIClustering/thumbnail.png"> -->
<meta property="og:image:type" content="image/png">
<meta property="og:image:width" content="600">
<meta property="og:image:height" content="400">
<meta property="og:type" content="website"/>
<meta property="og:url" content="https://vlar-group.github.io/UnsupObjSeg.html"/>
<meta property="og:title" content="UnsupObjSeg"/>
<meta property="og:description" content="NeurIPS 2022: Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images."/>
<!--Twitter-->
<meta name="twitter:card" content="summary_large_image" />
<meta name="twitter:title" content="UnsupObjSeg" />
<meta name="twitter:description" content="NeurIPS 2022: Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images."/>
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<link href="UnObjSeg/UnsupObjSeg.css" rel="stylesheet">
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</head>
<body>
<div class="container" style="text-align:center; padding:2rem 15px">
<div class="row" style="text-align:center">
<h1 style="text-align:center">Promising or Elusive? Unsupervised Object Segmentation <br> from Real-world Single Images </h1>
<h4>NeurIPS 2022</h4>
</div>
<div class="row" style="text-align:center">
<div class="col-xs-0 col-md-3"></div>
<div class="col-xs-12 col-md-6">
<h4>
<a href="https://yangyafei1998.github.io/"><nobr>Yafei Yang</nobr></a>  
<a href="https://yang7879.github.io/"><nobr>Bo Yang</nobr></a>  
</h4>
<a href="https://vlar-group.github.io/people.html">vLAR Group</a>, The Hong Kong Polytechnic University
<!-- LIGM, <nobr>École des Ponts</nobr>, <nobr>Univ Gustave Eiffel</nobr>, CNRS,
<nobr>Marne-la-Vallée, France</nobr> -->
</div>
<div class="hidden-xs hidden-sm col-md-1" style="text-align:left; margin-left:0px; margin-right:0px">
<a href="https://arxiv.org/abs/2210.02324" style="color:inherit">
<i class="fa fa-file-pdf-o fa-4x"></i></a>
</div>
<div class="hidden-xs hidden-sm col-md-2" style="text-align:left; margin-left:0px;">
<a href="https://github.com/vLAR-group/UnsupObjSeg" style="color:inherit">
<i class="fa fa-github fa-4x"></i></a>
</div>
</div>
</div>
<div class="container" style="text-align:center; padding:1rem">
<img src="UnObjSeg/assets/UnsupObjSeg/teaser.png" alt="teaser.png" class="text-center" style="width: 100%; max-width: 1100px">
<h3 style="text-align:center; padding-top:1rem">
<a class="label label-info" href="https://arxiv.org/abs/2210.02324">Paper</a>
<!-- <a class="label label-info" href="https://arxiv.org/abs/2210.02324">Supplementary</a> -->
<a class="label label-info" href="https://github.com/vLAR-group/UnsupObjSeg">Code</a>
<a class="label label-info" href="#presentation_video">Video</a>
<a class="label label-info" href="UnObjSeg/assets/UnsupObjSeg/presentation.pdf">Slides</a>
<a class="label label-info" href="UnObjSeg/assets/UnsupObjSeg/poster.pdf">Poster</a>
</h3>
</div>
<div class="container">
<h3>Abstract</h3>
<hr/>
<p>
In this paper, we study the problem of unsupervised object segmentation from single images.
We do not introduce a new algorithm, but systematically investigate the effectiveness of existing unsupervised models on challenging real-world images.
We firstly introduce four complexity factors to quantitatively measure the distributions of object- and scene-level biases in appearance and geometry for datasets with human annotations.
With the aid of these factors, we empirically find that, not surprisingly, existing unsupervised models catastrophically fail to segment generic objects in real-world images,
although they can easily achieve excellent performance on numerous simple synthetic datasets, due to the vast gap in objectness biases between synthetic and real images.
By conducting extensive experiments on multiple groups of ablated real-world datasets, we ultimately find that the key factors underlying the colossal failure of existing unsupervised models on real-world images is the challenging distributions of object- and scene-level biases in appearance and geometry.
Because of this, the inductive biases introduced in existing unsupervised models can hardly capture the diverse object distributions.
Our research results suggest that future work should exploit more explicit objectness biases in the network design.
</p>
<h3 style="padding-top: 2%">Unsupervised Segmentation Performance</h3>
<hr/>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<h4>Synthetic datasets</h4>
<div class="col-xs-6">
<h4><u>training</u></h4>
<div class="col-xs-4" >
<text style="padding-left: 0%">dSprites</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/train/0_input_image.png" alt="dSprites/train/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">Tetris</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/train/0_input_image.png" alt="Tetris/train/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">CLEVR</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/train/1_input_image.png" alt="CLEVR/train/1_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/train/0_gt_mask.png" alt="dSprites/train/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/train/0_gt_mask.png" alt="Tetris/train/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/train/1_gt_mask.png" alt="CLEVR/train/1_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/train/IODINE/train_result.gif" alt="dSprites/train/IODINE/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/train/IODINE/train_result.gif" alt="Tetris/train/IODINE/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/train/IODINE/sample 1/train_result.gif" alt="CLEVR/train/IODINE/sample/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/train/SlotAtt/train_result_05.gif" alt="dSprites/test/SlotAtt/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/train/SlotAtt/train_result_05.gif" alt="Tetris/test/SlotAtt/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/train/SlotAtt/sample 1/train_result_05.gif" alt="CLEVR/test/SlotAtt/sample 1/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
<div class="col-xs-6">
<h4><u>testing</u></h4>
<div class="col-xs-4">
<text style="padding-left: 0%">dSprites</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/test/0_input_image.png" alt="dSprites/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">Tetris</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/test/0_input_image.png" alt="Tetris/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">CLEVR</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/test/0_input_image.png" alt="CLEVR/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/test/0_gt_mask.png" alt="dSprites/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/test/0_gt_mask.png" alt="Tetris/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/test/0_gt_mask.png" alt="CLEVR/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/test/IODINE/test_result.gif" alt="dSprites/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/test/IODINE/test_result.gif" alt="Tetris/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/test/IODINE/test_result.gif" alt="CLEVR/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/dSprites/test/SlotAtt/test_result_05.gif" alt="dSprites/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/Tetris/test/SlotAtt/test_result_05.gif" alt="Tetris/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/CLEVR/test/SlotAtt/test_result_05.gif" alt="CLEVR/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
</div>
<div class="col-xs-6">
<h4>Real-world datasets</h4>
<div class="col-xs-6">
<h4><u>training</u></h4>
<div class="col-xs-4">
<text style="padding-left: 0%">YCB</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/train/0_input_image.png" alt="YCB/train/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">ScanNet</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/train/3_input_image.png" alt="ScanNet/train/3_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">COCO</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/train/1_input_image.png" alt="COCO/train/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/train/0_gt_mask.png" alt="YCB/train/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/train/3_gt_mask.png" alt="ScanNet/train/3_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/train/1_gt_mask.png" alt="COCO/train/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/train/IODINE/train_result.gif" alt="YCB/train/IODINE/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/train/IODINE/sample 3/train_result.gif" alt="ScanNet/train/IODINE/sample 3/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/train/IODINE/sample 1/train_result.gif" alt="COCO/train/IODINE/sample 1/train_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/train/SlotAtt/train_result_05.gif" alt="YCB/test/SlotAtt/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/train/SlotAtt/sample 3/train_result_05.gif" alt="ScanNet/test/SlotAtt/sample 3/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/train/SlotAtt/sample 1/train_result_05.gif" alt="COCO/test/SlotAtt/sample 1/train_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
<div class="col-xs-6">
<h4><u>testing</u></h4>
<div class="col-xs-4">
<text style="padding-left: 0%">YCB</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/test/0_input_image.png" alt="YCB/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">ScanNet</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/test/0_input_image.png" alt="ScanNet/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="padding-left: 0%">COCO</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/test/0_input_image.png" alt="COCO/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/test/0_gt_mask.png" alt="YCB/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/test/0_gt_mask.png" alt="ScanNet/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/test/0_gt_mask.png" alt="COCO/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/test/IODINE/test_result.gif" alt="YCB/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/test/IODINE/test_result.gif" alt="ScanNet/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/test/IODINE/test_result.gif" alt="COCO/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB/test/SlotAtt/test_result_05.gif" alt="YCB/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet/test/SlotAtt/test_result_05.gif" alt="ScanNet/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO/test/SlotAtt/test_result_05.gif" alt="COCO/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
</div>
<text style="padding-top: 10%">* First row are input images. Second row are GT object masks. Third row are results from IODINE. Last row are results from SlotAtt.</text>
</div>
<h3 style="padding-top: 2%">Complexity Factors</h3>
<hr/>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<h4 style="margin-right: 0%"><u>Object Color Gradient</u></h4>
</div>
<div class="col-xs-6">
<h4><u>Object Shape Concavity</u></h4>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/object_color_gradient.png" alt="object_color_gradient.png" class="text-center" style="width: 100%; max-width: 900px">
</div>
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/object_shape_concavity.png" alt="object_shape_concavity.png" class="text-center" style="width: 60%; max-width: 900px; margin-top: 7px">
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Given an RGB image, we first convert it to grayscale, then calculate its gradient horizontally and vertically.
Specifically, to avoid the effect from background, we remove gradient from object boundary.
The final score is the averaged inner gradient.
</p>
</div>
</div>
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Given a binary mask of an object shape, we first find its smallest convex polygon that surrounds the object.
Factor value is computed as 1 - area of object / area of convex mask.
</p>
</div>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<h4 style="margin-right: 0%"><u>Inter-object Color Similarity</u></h4>
</div>
<div class="col-xs-6">
<h4><u>Inter-object Shape Variation</u></h4>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/inter_object_color_similarity.png" alt="inter_object_color_similarity.png" class="text-center" style="width: 80%; max-width: 900px; margin-top:
0px">
</div>
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/inter_object_shape_variation.png" alt="inter_object_shape_variation.png" class="text-center" style="width: 80%; max-width: 900px; margin-top:
10px">
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Given an image consisiting of multiple objects, we first calculate the average RGB color of each object.
In RGB space, we average Euclidean distance between each pair of objects.
Factor value if computed as 1 - normalized averaged distance.
</p>
</div>
</div>
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
We calculate diagonal length of bounding box for each object. The averaged diagonal variation is normalized to be the final factor value.
</p>
</div>
</div>
</div>
<h3 style="padding-top: 1%">Ablations</h3>
<hr/>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<h4 style="margin-right: 0%"><u>C: Single <b>C</b>olor Ablation</u></h4>
</div>
<div class="col-xs-6">
<h4><u>S: Convex <b>S</b>hape Ablation</u></h4>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/C_single_color_ablation.png" alt="C_single_color_ablation.png" class="text-center" style="width: 60%; max-width: 900px">
</div>
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/S_convex_shape_ablation.png" alt="S_convex_shape_ablation.png" class="text-center" style="width: 60%; max-width: 900px; margin-top: 7px">
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Remove color gradient inside each object such that:
Object Color Gradient is effectively reduced;
Inter-object Color Similarity remains similar.
</p>
</div>
</div>
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Make convex the shape of each object such that:
Object Shape Concavity is effectively reduced;
Inter-object Shape Variation remains similar.
</p>
</div>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<h4 style="margin-right: 0%"><u>T: <b>T</b>exture Replaced Ablation</u></h4>
</div>
<div class="col-xs-6">
<h4><u>U: <b>U</b>niform Scale Ablation</u></h4>
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/T_texture_replaced_ablation.png" alt="inter_object_color_similarity.png" class="text-center" style="width: 60%; max-width: 900px; margin-top:
0px">
</div>
<div class="col-xs-6">
<img src="UnObjSeg/assets/UnsupObjSeg/U_uniformed_scale_ablation.png" alt="inter_object_shape_variation.png" class="text-center" style="width: 60%; max-width: 900px; margin-top:
10px">
</div>
</div>
<div class="row" style="text-align: center">
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Replaced with distinctive texture for all objects such that:
Object Color Gradient remains similar;
Inter-object Color Similarity is effectively reduced.
</p>
</div>
</div>
<div class="col-xs-6">
<div style="width: 100%; max-width: 900px; padding-top:10px">
<p>
Rescale for all objects such that:
Object Shape Concavity remains similar;
Inter-object Shape Variation is effectively reduced.
</p>
</div>
</div>
</div>
<h3>Qualitative Results from Ablation</h3>
<hr/>
<div class="row" style="text-align: center">
<div class="col-xs-12" style="padding-bottom: 2.5%;">
<h4>Full Ablation</h4>
<div class="col-xs-4">
<h4><u>YCB</u></h4>
<div class="col-xs-3" >
<text style="font-size: 12px; white-space:nowrap;">YCB-CSTU</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_CSTU/test/0_input_image.png" alt="YCB_CSTU/test/0_input_image.png" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">GT mask</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_CSTU/test/0_gt_mask.png" alt="YCB_CSTU/test/0_gt_mask.png" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">IODINE</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_CSTU/test/IODINE/test_result.gif" alt="YCB_CSTU/test/IODINE/test_result.gif" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">SlotAtt</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_CSTU/test/SlotAtt/test_result_05.gif" alt="YCB_CSTU/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
</div>
<div class="col-xs-4">
<h4><u>ScanNet</u></h4>
<div class="col-xs-3" >
<text style="font-size: 12px; white-space:nowrap; margin-left: -20%;">ScanNet-CSTU</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_CSTU/test/0_input_image.png" alt="ScanNet_CSTU/test/0_input_image.png" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">GT mask</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_CSTU/test/0_gt_mask.png" alt="ScanNet_CSTU/test/0_gt_mask.png" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">IODINE</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_CSTU/test/IODINE/test_result.gif" alt="ScanNet_CSTU/test/IODINE/test_result.gif" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">SlotAtt</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_CSTU/test/SlotAtt/test_result_075.gif" alt="ScanNet_CSTU/test/SlotAtt/test_result_075.gif" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
</div>
<div class="col-xs-4">
<h4><u>COCO</u></h4>
<div class="col-xs-3" >
<text style="font-size: 12px; white-space:nowrap; margin-left: -15%;">COCO-CSTU</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_CSTU/test/0_input_image.png" alt="COCO_CSTU/test/0_input_image.png" class="text-center" style="width: 140%; max-width: 900px; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">GT mask</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_CSTU/test/0_gt_mask.png" alt="COCO_CSTU/test/0_gt_mask.png" class="text-center" style="width: 140%; max-width: 900px; padding-top: 0%; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">IODINE</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_CSTU/test/IODINE/test_result.gif" alt="COCO_CSTU/test/IODINE/test_result.gif" class="text-center" style="width: 140%; max-width: 900px; padding-top: 0%; margin-left: -20%;">
</div>
<div class="col-xs-3">
<text style="font-size: 12px; white-space:nowrap;">SlotAtt</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_CSTU/test/SlotAtt/test_result_05.gif" alt="COCO_CSTU/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 140%; max-width: 900px; padding-top: 0%; margin-left: -20%;">
</div>
</div>
</div>
<div class="col-xs-6">
<h4>Object-level Ablation</h4>
<div class="col-xs-6">
<h4><u>C: Single Color Ablation</u></h4>
<div class="col-xs-4" >
<text style="font-size: 12px; white-space:nowrap;">YCB-C</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_C/test/0_input_image.png" alt="YCB_C/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">ScanNet-C</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_C/test/0_input_image.png" alt="ScanNet_C/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">COCO-C</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_C/test/0_input_image.png" alt="COCO_C/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_C/test/0_gt_mask.png" alt="YCB_C/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_C/test/0_gt_mask.png" alt="ScanNet_C/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_C/test/0_gt_mask.png" alt="COCO_C/test/1_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_C/test/IODINE/test_result.gif" alt="YCB_C/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_C/test/IODINE/test_result.gif" alt="ScanNet_C/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_C/test/IODINE/test_result.gif" alt="COCO_C/test/IODINE/sample/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_C/test/SlotAtt/test_result_05.gif" alt="YCB_C/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_C/test/SlotAtt/test_result_05.gif" alt="ScanNet_C/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_C/test/SlotAtt/test_result_05.gif" alt="COCO_C/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
<div class="col-xs-6">
<h4><u>S: Convex Shape Ablation</u></h4>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">YCB-S</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_S/test/0_input_image.png" alt="YCB_S/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%; ">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">ScanNet-S</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_S/test/3_input_image.png" alt="ScanNet_S/test/3_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">COCO-S</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_S/test/0_input_image.png" alt="COCO_S/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_S/test/0_gt_mask.png" alt="YCB_S/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_S/test/0_gt_mask.png" alt="ScanNet_S/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_S/test/0_gt_mask.png" alt="COCO_S/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_S/test/IODINE/test_result.gif" alt="YCB_S/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_S/test/IODINE/test_result.gif" alt="ScanNet/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_S/test/IODINE/test_result.gif" alt="COCO/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_S/test/SlotAtt/test_result_05.gif" alt="/YCB_S/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_S/test/SlotAtt/test_result_05.gif" alt="ScanNet_S/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_S/test/SlotAtt/test_result_05.gif" alt="COCO_S/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
</div>
<div class="col-xs-6">
<h4>Scene-level Ablation</h4>
<div class="col-xs-6">
<h4><u>T: Texture Replaced Ablation</u></h4>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">YCB-T</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_T/test/0_input_image.png" alt="YCB_T/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">ScanNet-T</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_T/test/0_input_image.png" alt="ScanNet_T/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">COCO-T</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_T/test/0_input_image.png" alt="COCO_T/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_T/test/0_gt_mask.png" alt="YCB_T/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_T/test/0_gt_mask.png" alt="ScanNet_T/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_T/test/0_gt_mask.png" alt="COCO_T/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_T/test/IODINE/test_result.gif" alt="YCB_T/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_T/test/IODINE/test_result.gif" alt="ScanNet_T/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_T/test/IODINE/test_result.gif" alt="COCO_T/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_T/test/SlotAtt/test_result_05.gif" alt="YCB_T/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_T/test/SlotAtt/test_result_05.gif" alt="ScanNet_T/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_T/test/SlotAtt/test_result_05.gif" alt="COCO_T/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
<div class="col-xs-6">
<h4><u>U: Uniform Scale Ablation</u></h4>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">YCB-U</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_U/test/0_input_image.png" alt="YCB_U/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">ScanNet-U</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_U/test/0_input_image.png" alt="ScanNet_U/test_U/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<text style="font-size: 12px; white-space:nowrap;">COCO-U</text>
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_U/test/0_input_image.png" alt="COCO_U/test/0_input_image.png" class="text-center" style="width: 150%; max-width: 900px; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_U/test/0_gt_mask.png" alt="YCB_U/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_U/test/0_gt_mask.png" alt="ScanNet_U/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_U/test/0_gt_mask.png" alt="COCO_U/test/0_gt_mask.png" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_U/test/IODINE/test_result.gif" alt="YCB_U/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_U/test/IODINE/test_result.gif" alt="ScanNet_U/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_U/test/IODINE/test_result.gif" alt="COCO_U/test/IODINE/test_result.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/YCB_U/test/SlotAtt/test_result_05.gif" alt="YCB_U/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/ScanNet_U/test/SlotAtt/test_result_05.gif" alt="ScanNet_U/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
<div class="col-xs-4">
<img src="UnObjSeg/assets/UnsupObjSeg/GIF/COCO_U/test/SlotAtt/test_result_05.gif" alt="COCO_U/test/SlotAtt/test_result_05.gif" class="text-center" style="width: 150%; max-width: 900px; padding-top: 5%; margin-left: -25%;">
</div>
</div>
</div>
</div>
<h3 style="padding-top: 2%">Quantitative Results from Ablation</h3>
<hr/>
<div class="row" style="text-align: center; padding-left:1rem; padding-right:1rem; padding-bottom:1rem;">
<h4><u>Complexity Factor Distributions</u><br>
<p></p>
<img src="UnObjSeg/assets/UnsupObjSeg/complexity_factor_results.png" alt="complexity_factor_results.png" class="text-center" style="width: 100%; max-width: 1000px;">
</div>
<div class="row" style="text-align:center; padding-left:1rem; padding-right:1rem; padding-bottom:1rem;">
<h4><u>Quantitatively Segmentation Performance</u></h4>
<p></p>
<img src="UnObjSeg/assets/UnsupObjSeg/experiments_quantitative.png" alt="experiments_quantitative.png" class="text-center" style="width: 100%; max-width: 1000px;
margin-top: 5px">
</div>
<!-- <div class="row" style="text-align:center; padding-left:1rem; padding-right:1rem; padding-bottom:1rem;">
<h4><u>Qualitative Segmentation Performance</u></h4>
<p></p>
<img src="UnObjSeg/assets/UnsupObjSeg/experiments_qualitative.png" alt="experiments_qualitative.png" class="text-center" style="width: 100%; max-width: 1100px">
</div> -->
<!-- <h3>Video</h3>
<hr/>
<div class="row" style="text-align:center;" id="presentation_video">
<div class="col-xs-12 text-center">
<div class="embed-responsive embed-responsive-16by9" style="text-align:center;">
<video controls>
<source src="UnObjSeg/assets/UnsupObjSeg/final presentation.mp4" type="video/mp4" autostart="false">
Your browser does not support the video tag.
</video>
</div>
</div>
</div> -->
<h3>Video</h3>
<hr/>
<div class="row" style="text-align:center" id="presentation_video">
<div class="col-xs-5 text-center">
<h4><u>Short Demo</u> (40s)</h4>
<div class="embed-responsive embed-responsive-4by3" style="text-align:center">
<iframe class="embed-responsive-item text-center" src="UnObjSeg/assets/UnsupObjSeg/demo_video.mp4" frameborder="0"
allow="accelerometer; encrypted-media; gyroscope; picture-in-picture"
style="width:100%; clip-path:inset(1px 1px);" allowfullscreen></iframe>
</div>
</div>
<div class="col-xs-7 text-center">
<h4><u>Long presentation</u> (11min)</h4>
<div class="embed-responsive embed-responsive-16by9" style="text-align:center">
<iframe class="embed-responsive-item text-center" src="UnObjSeg/assets/UnsupObjSeg/final presentation.mp4" frameborder="0"
allow="accelerometer; encrypted-media; gyroscope; picture-in-picture"
style="width:100%; clip-path:inset(1px 1px);" allowfullscreen></iframe>
</div>
</div>
</div>
<!-- <h3>Resources</h3>
<hr/>
<div class="row" style="text-align: center">
<div class="col-xs-0 col-lg-0"></div>
<div class="col-xs-4 col-lg-4">
<h4>Paper</h4>
<a href="https://arxiv.org/abs/2006.11132" style="color:inherit">
<img src="paper.jpg" alt="paper.jpg" class="text-center" style="max-width:70%; border:0.15em solid;
border-radius:0.5em;"></a>
</div>
<div class="col-xs-4 col-lg-4">
<h4>Code</h4>
<a href="https://github.com/monniert/dti-clustering" style="color:inherit;">
<img src="github_repo.png" alt="github_repo.png" class="text-center" style="max-width:70%; border:0.15em solid;
border-radius:0.5em;"></a>
</div>
<div class="col-xs-4 col-lg-4">
<h4>Slides</h4>
<a href="dtic_long.pptx" style="color:inherit;">
<img src="slides.png" alt="slides.png" class="text-center" style="max-width:70%; border:0.15em solid;
border-radius:0.5em;"></a>
</div>
<div class="col-xs-0 col-lg-0"></div>
</div> -->
<h4 style="padding-top:0.5em">BibTeX</h4>
If you find this work useful for your research, please cite:
<div class="card">
<div class="card-block">
<pre class="card-text clickselect">
@inproceedings{yang2022,
title={{Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images}},
author={Yang, Yafei and Yang, Bo},
booktitle={NeurIPS},
year={2022},
}</pre>
</div>
</div>
<!-- <h3>Further information</h3>
<hr/>
If you like this project, please check out other related works from our group:
<h4>Follow-ups</h4>
<ul>
<li>
<a href="https://arxiv.org/abs/2109.01605">Loiseau et al. - Representing Shape Collections with Alignment-Aware
Linear Models (3DV 2021)</a>
</li>
<li>
<a href="https://arxiv.org/abs/2104.14575">Monnier et al. - Unsupervised Layered Image Decomposition into Object
Prototypes (ICCV 2021)</a>
</li>
</ul>
<h4>Previous works on deep transformations</h4>
<ul>
<li>
<a href="https://arxiv.org/abs/1908.04725">Deprelle et al. - Learning elementary structures for 3D shape
generation and matching (NeurIPS 2019)</a>
</li>
<li>
<a href="https://arxiv.org/abs/1806.05228">Groueix et al. - 3D-CODED: 3D Correspondences by Deep Deformation (ECCV
2018)</a>
</li>
<li>
<a href="https://arxiv.org/abs/1802.05384">Groueix et al. - AtlasNet: A Papier-Mache Approach to Learning 3D
Surface Generation (CVPR 2018)</a>
</li>
</ul> -->
<!-- <h3>Acknowledgements</h3>
<hr/>
<p>
This work was supported in part by <a href="https://enherit.enpc.fr/">ANR project EnHerit</a> ANR-17-CE23-0008,
project Rapid Tabasco, gifts from Adobe and HPC resources from GENCI-IDRIS (Grant 2020-AD011011697). We thank
Bryan Russell, Vladimir Kim, Matthew Fisher, François Darmon, Simon Roburin, David Picard, Michael Ramamonjisoa,
Vincent Lepetit, Elliot Vincent, Jean Ponce, William Peebles and Alexei Efros for inspiring discussions and valuable feedback.
</p> -->
</div>
<div class="container" style="padding-top:3rem; padding-bottom:3rem">
<p style="text-align:center">
© This page takes inspiration from <a>http://imagine.enpc.fr/~monniert/DTIClustering/</a>.
</p>
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