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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<link rel="icon" href="https://www.ri.cmu.edu/wp-content/uploads/2017/04/ri-favicon.ico">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<title>16824 Fall 2025</title>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css">
<link href="css/style.css" rel="stylesheet" type="text/css" />
</head>
<body>
<div class="container">
<table border="0" align="center">
<tr>
<td width="900" align="center" valign="middle"><h3>Carnegie Mellon University</h3>
<span class="title"> <h1>16-824: Visual Learning and Recognition</h1></span></td>
<!-- </tr>
<td colspan="3" align="center"><h3>VIS LRN & RECOG</h3> </td>
</tr> -->
</tr>
<td colspan="3" align="center"><h3>Fall 2025</h3> </td>
</tr>
<tr>
<td colspan="3" align="center"><span class="menubar">[ <a href="index.html">Home</a> | <a href="schedule.html">Schedule</a> | <a href="resources.html">Assignments and Resources</a> | <a href="https://piazza.com/cmu/fall2025/16824/">Piazza</a> | <a href="previous.html">Previous Offerings</a>]</span></td>
</tr>
<tr>
<td colspan="3" align="center"><h5>Mondays and Wednesdays, 2:00-3:20pm, TEP 1403</h5> </td>
</tr>
</table>
<br>
#<!--<p>This schedule is preliminary and subject to change as the term evolves.</p>-->
<table class="schedule" align="center" border="1" width="986">
<tbody>
<tr>
<td align="center" width="100"><strong>Date</strong></td>
<td align="center" width="220"><strong>Topics</strong></td>
<td align="center" width="250"><strong>Course Materials</strong></td>
<td align="center" width="100"><strong>Instructor</strong></td>
<td align="center" width="120"><strong>Deadlines</strong></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 1</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 1<br>Monday 08/25/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13104734">Introduction</a></td>
<!-- <td align="left"><a href="">Slides [CMU only]</a> -->
<td>
<br>No Readings</br></td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 2<br>Wednesday 08/27/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13109964">Introduction to Data</td>
<td align="left"><br>Readings:<br>#1: <a href="https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/35179.pdf">Alon Halevy, Peter Norvig, and Fernando Pereira</a><br>#2: <a href="https://people.csail.mit.edu/torralba/publications/datasets_cvpr11.pdf">Antonio Torralba & Alexei A. Efros</a><br>#3: <a href="https://openaccess.thecvf.com/content_ICCV_2017/papers/Sun_Revisiting_Unreasonable_Effectiveness_ICCV_2017_paper.pdf">Chen Sun et al.</a><br>#4: <a href="https://arxiv.org/abs/1803.09010">Timnit Gebru et al. </a></td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 2</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Bonus Lecture<br>Wednesday 09/03/25</td>
<td align="left">AWS and PyTorch Tutorial</td>
<td>
<br><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13149487">AWS Tutorial<br>
<br><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13142741">Pytorch Tutorial</a><br>
<br><a href="https://drive.google.com/file/d/1wlqymneYftZk0Aa9UNBTGLyHLw6UTIYB/view?usp=drive_link">Colab Tutorial Notebook</a><br></td>
<td align="left">TAs</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 3</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 3<br>Monday 09/08/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13171186">Convolutional Neural Networks</td>
<td align="left"><br>Readings:<br>#1: <a href="https://papers.nips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf">Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton</a><br>#2: <a href="https://arxiv.org/pdf/1409.1556.pdf">Karen Simonyan, Andrew Zisserman</a><br>#3: <a href="https://arxiv.org/pdf/1512.03385.pdf">Kaiming He et.al</a><br>#4: <a href="https://openaccess.thecvf.com/content_cvpr_2017/papers/Huang_Densely_Connected_Convolutional_CVPR_2017_paper.pdf">Gao Huang*, Zhuang Liu*, et al. </a> <br>#5: <a href="https://arxiv.org/abs/2201.03545">Zhuang Liu et al. </a></td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 4<br>Wednesday 09/10/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13193636">Visualizing and Understanding Neural Nets</td>
<td align="left"><br>Readings:<br>#1: <a href="https://arxiv.org/pdf/1412.0035.pdf">Aravindh Mahendran, Andrea Vedaldi</a><br>#2: <a href="https://arxiv.org/pdf/1704.05796.pdf">David Bau, Bolei Zhou, et al.</a><br>#3: <a href="https://arxiv.org/abs/1610.02391">Ramprasaath R. Selvaraju et al.</a><br>#4: <a href="https://distill.pub/2017/feature-visualization/">Olah et al. </a></td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 4</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 5<br>Monday 09/15/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13225778">Attention and Transformers I</a></td>
<td align="left">
<br>Readings:<br>#1: <a href="https://arxiv.org/abs/1706.03762">Ashish Vaswani et al. </a>
<br>#2: <a href="https://arxiv.org/pdf/1409.3215">Ilya Sutskever, Oriol Vinyals, Quoc V. Le </a>
<br>#3: <a href="https://arxiv.org/pdf/1409.0473"> Dzmitry Bahdanau, KyungHyun Cho, Yoshua Bengio </a>
<br>Optional Readings:<br>#1: <a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1467423">Antoni Buades, Bartomeu Coll, and Jean-Michel Morel </a></td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 6<br>Wednesday 09/17/25</td>
<td align="left"> <a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13233915">Attention and Transformers II </a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2010.11929">Alexey Dosovitskiy et al.</a>
<br>#2: <a href="https://arxiv.org/abs/2103.14030">Ze Liu et al.</a>
<br>#3: <a href="https://arxiv.org/abs/2107.14795">Andrew Jaegle et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2105.01601">Ilya Tolstikhin et al.</a>
</td>
<td align="left">Jun-Yan</td>
<td>HW1 Out (Classification + Detection)</td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 5</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 7<br>Monday 09/22/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13260374">Segmentation and Detection I</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1411.4038"> Jonathan Long, Evan Shelhamer, Trevor Darrell </a>
<br>#2: <a href="https://link.springer.com/content/pdf/10.1007/978-3-319-24574-4_28.pdf">Olaf Ronneberger et al.</a>
<br>Optional Readings:
<br>#3: <a href="https://openaccess.thecvf.com/content/CVPR2021/papers/Zheng_Rethinking_Semantic_Segmentation_From_a_Sequence-to-Sequence_Perspective_With_Transformers_CVPR_2021_paper.pdf">Sixiao Zheng et al. </a>
<br>#4: <a href="https://arxiv.org/abs/2103.13413"> Enze Xie et al.</a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 8<br>Wednesday 09/24/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13275687">Segmentation and Detection II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=5255236"> Pedro F Felzenszwalb et.al. </a>
<br>#2: <a href="https://arxiv.org/abs/1311.2524">Ross Girshick et.al. </a>
<br>#3: <a href= "https://arxiv.org/abs/1506.02640">Joseph Redmon et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1904.07850"> Xingyi Zhou, et al.</a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 6</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 9<br>Monday 09/29/25</td>
<td align="left"> <a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13306241">Segmentation and Detection III</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2005.12872"> Nicolas Carion et al. </a>
<br>#2: <a href="https://arxiv.org/abs/1703.06870"> Kaiming He et al. </a>
<br>#3: <a href="https://arxiv.org/abs/2304.02643"> Alexander Kirillov et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2112.01527">Bowen Cheng et al.</a>
<br>#5: <a href="https://arxiv.org/abs/2408.00714">Nikhila Ravi et al.</a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 10<br>Wednesday 10/02/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13320533"> Generative Models I</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1406.2661">Ian J. Goodfellow et al.</a>
<br>#2: <a href="https://arxiv.org/abs/1812.04948">Tero Karras, et al. (StyleGAN 1)</a>
<br>#3: <a href="https://arxiv.org/abs/1611.07004">Phillip Isola et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1912.04958">Tero Karras, et al. (StyleGAN 2)</a>
<br>#5: <a href="https://arxiv.org/abs/2106.12423">Tero Karras, et al. (StyleGAN 3)</a>
<br>#6: <a href="https://arxiv.org/abs/1703.10593">Jun-Yan Zhu*, Taesung Park* et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 7</td>
</tr>
<td sdnum="1033;0;@" align="left">Lecture 11<br>Monday 10/06/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13350321">Generative Models II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1606.05328">Aaron van den Oord et al.</a>
<br>#2: <a href="https://arxiv.org/abs/1711.00937">Aaron van den Oord et al.</a>
<br>#3: <a href="https://arxiv.org/pdf/2012.09841">Patrick Esser et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1601.06759">Aaron van den Oord et al.</a>
<br>#5: <a href="https://arxiv.org/abs/1906.02691"> Diederik P. Kingma, Max Welling</a>
</td>
<td align="left">Jun-Yan</td>
<td>HW1 Due; HW2 Out (Generative Modeling - GAN, VAE, Diffusion)</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 12<br>Wednesday 10/08/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13368097">Generative Models III</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2006.11239">Jonathan Ho, Ajay Jain, Pieter Abbeel</a>
<br>#2: <a href="https://arxiv.org/abs/2011.13456">Yang Song et al.</a>
<br>Optional Readings:
<br>#3: <a href="https://arxiv.org/abs/2101.03288">Yang Song, Diederik P. Kingma</a>
<br>#4: <a href="https://proceedings.mlr.press/v37/sohl-dickstein15.pdf">J Sohl-Dickstein et al.</a>
<br>#5: <a href="https://arxiv.org/abs/2209.03003"> Xingchao Liu et al.</a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 8</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left"><br>Monday 10/13/25</td>
<td align="left">Break</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left"><br>Wednesday 10/15/25</td>
<td align="left">Break</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 9</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 13<br>Monday 10/20/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13413547">Self-Supervised Learning I</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://openaccess.thecvf.com/content_cvpr_2016/papers/Pathak_Context_Encoders_Feature_CVPR_2016_paper.pdf">Deepak Pathak et al. </a>
<br>#2: <a href="https://arxiv.org/abs/1603.08511">Richard Zhang et al.</a>
<br>#3: <a href="https://arxiv.org/abs/2111.06377">Kaiming He et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1907.02544"> Jeff Donahue, Karen Simonyan </a>
<br>#5: <a href="https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V1_ICML.pdf">Mark Chen et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 14<br>Wednesday 10/22/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13422455">Self-Supervised Learning II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2002.05709"> Ting Chen et al. </a>
<br>#2: <a href="https://arxiv.org/abs/1911.05722"> Kaiming He et al. </a>
<br>#3: <a href="https://arxiv.org/abs/1807.03748">Aaron van den Oord, Yazhe Li, Oriol Vinyals</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2104.14294"> Mathilde Caron et al. </a>
<br>#5: <a href="https://arxiv.org/abs/2011.10566">Xinlei Chen and Kaiming He</a>
</td>
<td align="left">Jun-Yan</td>
<td>HW2 Due; HW3 Out (VQA with Transformers)</td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 10</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 15<br>Monday 10/27/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13447688">Vision & Language I</a></td>
<td align=“left”>
<br>Readings:
<br>#1: <a href="https://openaccess.thecvf.com/content_iccv_2015/papers/Antol_VQA_Visual_Question_ICCV_2015_paper.pdf"> Stanislaw Antol*, Aishwarya Agrawal*, et al. </a>
<br>#2: <a href="https://arxiv.org/abs/2103.00020"> Alec Radford et al.,</a>
<br>#3: <a href="https://arxiv.org/abs/2304.08485">Haotian Liu et al., </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2201.12086"> Junnan Li et al. </a>
</td>
<td align="left">Jun-Yan </td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 16<br>Wednesday 10/29/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13459638">Vision & Language II</a></td>
<td align=“left”>
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1511.02793"> Elman Mansimov et al. </a>
<br>#2: <a href="https://arxiv.org/abs/2112.10752">Robin Rombach et al.</a>
<br>#3: <a href="https://arxiv.org/abs/2204.06125">Aditya Ramesh et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2205.11487"> Chitwan Saharia et al. </a>
<br>#5: <a href="https://arxiv.org/abs/2506.15742"> Black Forests Lab, et al. </a>
<br>#6: <a href="https://arxiv.org/abs/2303.05511"> Kang et al. </a>
</td>
<td align="left">Jun-Yan </td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 11</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 17<br>Monday 11/03/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13485482">3D Image Understanding I</a></td>
<td align=“left”>
<br>Readings:
<br>#1: <a href="https://people.eecs.berkeley.edu/~efros/courses/AP06/Papers/hoiem-iccv-05.pdf">Derek Hoiem, Alexei A. Efros, Martial Hebert.</a>
<br>#2: <a href="https://arxiv.org/abs/1411.4734"> David Eigen, Rob Fergus</a>
<br>#3: <a href="https://arxiv.org/abs/1906.02739">Georgia Gkioxari, Jitendra Malik, Justin Johnson</a>
</td>
<td align="left">Jun-Yan </td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 18<br>Wednesday 11/05/25</td>
<td align="left"><a href="">3D Image Understanding II</a></td>
<td align=“left”>
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1612.00593">Charles R. Qi*, Hao Su* et al.</a>
<br>#2: <a href="https://dl.acm.org/doi/pdf/10.1145/3326362"> Yue Wang et al.</a>
<br>#3: <a href="https://openaccess.thecvf.com/content_CVPR_2019/papers/Park_DeepSDF_Learning_Continuous_Signed_Distance_Functions_for_Shape_Representation_CVPR_2019_paper.pdf">Jeong Joon Park et al.</a>
</td>
<td align="left">Jun-Yan </td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 12</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 19<br>Monday 11/10/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13523216">Transfer Learning, Visual Prompting I</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1703.05175">Jake Snell, Kevin Swersky, Richard S. Zemel </a>
<br>#2: <a href="https://openaccess.thecvf.com/content_cvpr_2017/papers/Tzeng_Adversarial_Discriminative_Domain_CVPR_2017_paper.pdf"> Eric Tzeng et al. </a>
<br>#3: <a href="http://proceedings.mlr.press/v70/finn17a/finn17a.pdf">Chelsea Finn et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 20<br>Wednesday 11/12/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13537399">Transfer Learning, Visual Prompting II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2203.12119">Menglin Jia et al.</a>
<br>#2: <a href="https://arxiv.org/pdf/2209.00647.pdf">Amir Bar*, Yossi Gandelsman* et al.</a>
<br>#3: <a href="https://arxiv.org/abs/2203.17274">Hyojin Bahng et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td> HW3 Due (VQA with Transformers)</td>
</tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 13</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 21<br>Monday 11/17/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13564535">Action Recognition and Videos I</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1604.00449">Karen Simonyan, Andrew Zisserman </a>
<br>#2: <a href="https://openaccess.thecvf.com/content_iccv_2015/papers/Tran_Learning_Spatiotemporal_Features_ICCV_2015_paper.pdf">Du Tran et al.</a>
<br>#3: <a href="https://arxiv.org/abs/1705.07750v3">Joao Carreira, Andrew Zisserman</a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 22<br>Wednesday 11/19/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13575141">Action Recognition and Videos II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2103.15691">Anurag Arnab et al. </a>
<br>#2: <a href="https://arxiv.org/abs/2106.13230">Ze Liu et al. </a>
<br>#3: <a href="https://arxiv.org/abs/1904.01766">Chen Sun et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2203.12602"> Zhan Tong et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 14</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 23<br>Monday 11/24/25</td>
<td align="left"><a href="https://canvas.cmu.edu/courses/49562/files/folder/slides?preview=13607754">Efficient Deep Learning</a></td>
<td align="left">
<br>Readings
<br>#1: <a href="https://arxiv.org/pdf/1510.00149"> Song Han, Huizi Mao, William J Dally</a>
<br>#2: <a href="https://arxiv.org/pdf/1503.02531.pdf"> Geoffrey Hinton, Oriol Vinyals, Jeff Dean</a>
<br>#3: <a href="https://arxiv.org/abs/1704.04861">Andrew G. Howard, et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1908.09791">Han Cai et al.</a>
<br>#5: <a href="https://arxiv.org/abs/2205.14135">Tri Dao et al. </a>
</td>
<td align="left">Jun-Yan</td>
<td></td>
</tr>
<!-- <tr>
<tr>
<td sdnum="1033;0;@" align="left"><br>Thursday 04/03/25</td>
<td align="left">Carnival</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 13</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 22<br>Tuesday 04/08/25</td>
<td align="left"><a href="https://canvas.cmu.edu/files/12685280">Transfer Learning & Visual Prompting II</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2209.00647">Amir Bar et al.</a>
<br>#2: <a href="https://arxiv.org/abs/2304.02643">Alexander Kirillov et al.</a>
<br>#3: <a href="https://arxiv.org/abs/2301.07093">Yuheng Li et al.</a>
<br>#4: <a href="https://arxiv.org/abs/2304.08485">Haotian Liu et al.</a>
<br>Optional Readings:
<br>#5: <a href="https://arxiv.org/abs/1606.02819">Bharath Hariharan et al.</a>
<br>#6: <a href="https://arxiv.org/abs/1703.03400">Chelsea Finn et al.</a>
<br>#4: <a href="https://arxiv.org/abs/2409.17146">Matt Deitke et al.</a>
</td>
<td align="left">Shubham</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 23<br>Thursday 04/10/25</td>
<td align="left"><a href="https://canvas.cmu.edu/files/12695526">Action Recognition & Videos</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/1406.2199">Karen Simonyan, Andrew Zisserman</a>
<br>#2: <a href="https://arxiv.org/abs/1412.0767">Du Tran et al.</a>
<br>#3: <a href="https://arxiv.org/pdf/2103.15691">Anurag Arnab et al.</a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/2411.05222">Rohan Choudhury et al.</a>
<br>#5: <a href="https://arxiv.org/abs/1711.07971">Xiaolong Wang et al.</a>
<br>#6: <a href="https://arxiv.org/abs/1705.07750">Joao Carreira, Andrew Zisserman</a>
</td>
<td align="left">Shubham</td>
<td>HW3 Due</td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 14</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 24<br>Tuesday 04/15/25</td>
<td align="left"><a href="https://canvas.cmu.edu/files/12706621">Efficient Deep Learning</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/pdf/1510.00149"> Song Han, Huizi Mao, William J Dally </a>
<br>#2: <a href="https://arxiv.org/pdf/1503.02531.pdf"> Geoffrey Hinton, Oriol Vinyals, Jeff Dean </a>
<br>#3: <a href="https://arxiv.org/abs/1704.04861"> Andrew G. Howard, et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/abs/1908.09791"> Han Cai et al. </a>
<br>#5: <a href="https://arxiv.org/abs/2205.14135"> Tri Dao et al. </a>
<br>#6: <a href="https://arxiv.org/pdf/2210.09461.pdf"> Daniel Bolya et al. </a>
</td>
<td align="left">Shubham</td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 25<br>Thursday 04/17/25</td>
<td align="left"><a href="https://drive.google.com/file/d/1jOxRBnXavRAycJM1ho_MN6x7QdxahbsT/view?usp=sharing">Vision for Robotics</a></td>
<td align="left">
<br>Readings:
<br>#1: <a href="https://arxiv.org/abs/2203.12601"> Suraj Nair, et al. </a>
<br>#2: <a href="https://arxiv.org/abs/2307.15818"> Anthony Brohan, et al. </a>
<br>#3: <a href="https://arxiv.org/abs/2309.01918"> Homanga Bharadhwaj, et al. </a>
<br>Optional Readings:
<br>#4: <a href="https://arxiv.org/pdf/2409.16283"> Homanga Bharadhwaj, et al. </a>
<br>#5: <a href="https://arxiv.org/abs/2501.06994"> Juntao Ren, et al. </a>
<br>#6: <a href="https://arxiv.org/abs/2410.24164"> Kevin Black, et al. </a>
</td>
<td align="left"><a href="https://homangab.github.io/">Homanga Bharadhwaj</a></td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Week 15</td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 26<br>Tuesday 04/22/25</td>
<td align="left">Project Presentation I</td>
<td align="left"></td>
<td align="left"></td>
<td></td>
</tr>
<tr>
<td sdnum="1033;0;@" align="left">Lecture 27<br>Thursday 04/24/25</td>
<td align="left">Project Presentation II</td>
<td align="left"></td>
<td align="left"></td>
<td></td>
</tr>
<tr>
<td colspan="6" class="schedule_week" align="center" height="28" valign="middle">Final Week</td>
</tr>
<tr>
<td align="left">Wednesday 05/07/25</td>
<td></td>
<td></td>
<td></td>
<td align="left">Grades Released</td>
</tr>
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