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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<style>
body {
width: 50%; /* 宽度为窗口宽度的 80% */
margin: 0 auto; /* 居中对齐 */
background-color: rgb(243, 242, 242);
}
</style>
</head>
</html>
<div>
<h1 align="center" style="font-weight: bolder;">Separate Motion from Appearance: Customizing Motion via Customizing Text-to-Video Diffusion Models</h1>
<h1 align="center" style="margin-bottom:60px;">Video Results</h1>
</div>
<style>
.video-cell {
text-align: center;
padding: 0 1px; /* 左右内边距 */
}
</style>
<style>
tr {
height: 50px; /* 增加行高 */
}
</style>
<div><table class="center">
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;">
<h2 align="center" style="font-weight: bolder;">Customization on Sports</h2>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;">
<tr>
<td style="text-align:center;font-weight: bolder;">Reference Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
</tr>
<tr>
<td style="text-align:center;padding:0 5px"><img src="assets/walk/output.gif" alt="视频1"></td>
<td style="text-align:center;padding:0 5px"><img src="assets/walk/A_cowboy_is_walking_in_the_wild_west.gif" alt="视频2"></td>
<td style="text-align:center;padding:0 5px"><img src="assets/walk/A_robot_is_walking_in_a_cyberpunk_city.gif" alt="视频3"></td>
<td style="text-align:center;padding:0 5px"><img src="assets/walk/A_wizard_is_walking_in_a_mystical_forest.gif" alt="视频4"></td>
</tr>
<tr>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A person is walking."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A cowboy is walking in the wild west."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A robot is walking in a cyberpunk city."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A wizard is walking in a mystical forest."</td>
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src="assets/bike/output.gif" alt="视频5"></td>
<td style="text-align:center;"><img src="assets/bike/A_panda_is_riding_bicycle_in_a_garden.gif" alt="视频6"></td>
<td style="text-align:center;"><img src="assets/bike/A_girl_is_riding_a_bicycle_in_a_country_road.gif" alt="视频7"></td>
<td style="text-align:center;"><img src="assets/bike/Iron_Man_is_riding_a_bicycle_in_a_city.gif" alt="视频8"></td>
</tr>
<tr>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A person is riding a bicycle."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A panda is riding bicycle in a garden."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A girl is riding a bicycle in a country road."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"Iron Man is riding a bicycle in a city."</td>
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src=assets/skate/output.gif></td>
<td style="text-align:center;"><img src=assets/skate/An_astronaut_is_skateboarding_on_Mars.gif></td>
<td style="text-align:center;"><img src=assets/skate/A_teddy_bear_skateboarding_in_Times_Square_New_York.gif></td>
<td style="text-align:center;"><img src=assets/skate/A_robot_is_skateboarding_in_a_cyberpunk_city_front_view.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A person is skateboarding."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"An astronaut is skateboarding on Mars."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A teddy bear skateboarding in Times Square New York."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A robot is skateboarding in a cyberpunk city."]
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src=assets/golf/output.gif></td>
<td style="text-align:center;"><img src=assets/golf/A_monkey_is_playing_golf_on_a_field_full_of_flowers.gif></td>
<td style="text-align:center;"><img src=assets/golf/A_bear_is_playing_golf_in_a_garden_front_view.gif></td>
<td style="text-align:center;"><img src=assets/golf/Iron_Man_is_playing_golf_in_the_square.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A monkey is playing golf on a field full of flowers."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"An astronaut is skateboarding on Mars."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A bear is playing golf in a garden."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"Iron Man is playing golf in the square."
</tr>
</table>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;margin-top: 100px;">
</div><h2 align="center">Customization on Cinematic Shots</h2>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;">
<div><table class="center">
<tr>
<td style="text-align:center;font-weight: bolder;">Reference Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
</tr>
<tr>
<td style="text-align:center;"><img src=assets/zoom_in/output.gif></td>
<td style="text-align:center;"><img src=assets/zoom_in/A_wolf_standing_on_a_snowy_mountain_captured_with_a_zoom_in.gif></td>
<td style="text-align:center;"><img src=assets/zoom_in/An_eagle_standing_on_the_edge_of_a_cliff_captured_with_a_zoom_in.gif></td>
<td style="text-align:center;"><img src=assets/zoom_in/A_wizard_standing_in_a_mysterious_forest__captured_with_a_zoom_in.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A cup in a lab captured with a zoom in."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wolf standing on a snowy mountain captured with a zoom in."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"An eagle standing on the edge of a cliff captured with a zoom in."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wizard standing in a mysterious forest captured with a zoom in."
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src=assets/zomm_out/zoom_out_16.gif></td>
<td style="text-align:center;"><img src=assets/zomm_out/A_wolf_standing_on_a_snowy_mountain_captured_with_a_dolly_zoom_24_400_0.1.gif></td>
<td style="text-align:center;"><img src=assets/zomm_out/An_eagle_standing_on_the_edge_of_a_cliff_captured_with_a_zoom_out_3_400_0.1.gif></td>
<td style="text-align:center;"><img src=assets/zomm_out/A_wizard_standing_in_a_mysterious_forest__captured_with_a_zoom_out_48_600_0.1.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A man standing in room captured with a zoom out."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wolf standing on a snowy mountain captured with a zoom out."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"An eagle standing on the edge of a cliff captured with a zoom out."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wizard standing in a mysterious forest captured with a zoom out."
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src=assets/dolly/dolly_zoom.gif></td>
<td style="text-align:center;"><img src=assets/dolly/A_wolf_standing_on_a_snowy_mountain_captured_with_a_dolly_zoom.gif></td>
<td style="text-align:center;"><img src=assets/dolly/An_eagle_standing_on_the_edge_of_a_cliff_captured_with_a_dolly_zoom.gif></td>
<td style="text-align:center;"><img src=assets/dolly/A_wizard_standing_in_a_mysterious_forest__captured_with_a_dolly_zoom.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A cup in a lab captured with a dolly zoom."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wolf standing on a snowy mountain captured with a dolly zoom."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"An eagle standing on the edge of a cliff captured with a dolly zoom."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A wizard standing in a mysterious forest captured with a dolly zoom."
</tr>
<tr></tr>
</table>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;margin-top: 100px;">
</div><h2 align="center">Customization on One-Shot</h2>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;">
<div><table class="center">
<tr>
<td style="text-align:center;font-weight: bolder;">Reference Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
</tr>
<tr>
<td style="text-align:center;margin-bottom: 0px;"><img src=assets/car-turn/car-turn.gif></td>
<td style="text-align:center;margin-bottom: 0px;"><img src=assets/car-turn/A_horse_is_running_in_a_forest.gif></td>
<td style="text-align:center;margin-bottom: 0px;"><img src=assets/car-turn/A_tank_is_running_on_the_road.gif></td>
<td style="text-align:center;margin-bottom: 0px;"><img src=assets/car-turn/A_dog_is_running_in_a_garden.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A car is running on the road."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A horse is running in a forest."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A tank is running on the road."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A dog is running in a garden."
</tr>
<tr></tr>
<tr>
<td style="text-align:center;font-weight: bolder;">Reference Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
<td style="text-align:center;font-weight: bolder;">Reference Videos</td>
<td style="text-align:center;font-weight: bolder;">Edited Videos</td>
</tr>
<tr>
<td style="text-align:center;"><img src=assets/ori16frames/ship-sailing.gif></td>
<td style="text-align:center;"><img src=assets/oneshot/island.gif></td>
<td style="text-align:center;"><img src=assets/ori16frames/sharks-swimming.gif></td>
<td style="text-align:center;"><img src=assets/oneshot/sea-dragon.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A ship sails on the sea during sunset."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A floating island sails on the sea during sunset."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"Two grey sharks swim in the blue ocean on a coral reef."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"Two sea dragons swim in the blue ocean on a coral reef."
</tr>
<tr></tr>
<tr>
<td style="text-align:center;"><img src=assets/ori16frames/surfer-on-wave.gif></td>
<td style="text-align:center;"><img src=assets/oneshot/A_bear_is_surfing_inside_the_barrel_of_a_wave.gif></td>
<td style="text-align:center;"><img src=assets/ori16frames/eating-pizza.gif></td>
<td style="text-align:center;"><img src=assets/oneshot/A_woman_is_eating_a_sandwich_with_various_toppings.gif></td>
</tr>
<tr>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A man is surfing inside the barrel of a wave."</td>
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A bear is surfing inside the barrel of a wave."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A women is eating a pizza with various toppings."
<td width="25%" style="text-align:center;font-family: 'Chalkboard SE';">"A woman is eating a sandwich with various toppings."
</tr>
</div><div></table>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto; margin-top: 100px;">
</div><h2 align="center">Comparisions to Baseline</h2>
<hr style="border:1px solid #ccc; width:80%; margin:20px auto;">
<div><table style="width:100%; table-layout:fixed;">
<colgroup>
<col style="">
<col style="">
<col style="">
<col style="width:6%;">
<col style="">
<col style="">
<col style="">
</colgroup>
<tr>
<td style="text-align:center;" colspan="1"><b>Reference</b></td>
<td style="text-align:center;" colspan="1"><b>MotionDirector<a href="#ref">[1]</a></b></td>
<td style="text-align:center;" colspan="1"><b>Ours</b></td>
<td></td>
<td style="text-align:center;" colspan="1"><b>Reference</b></td>
<td style="text-align:center;" colspan="1"><b>MotionDirector<a href="#ref">[1]</a></b></td>
<td style="text-align:center;" colspan="1"><b>Ours</b></td>
</tr>
<tr>
<td style="text-align:center;"><img src="assets/golf/output.gif" style="width: 100%;"></td>
<td style="text-align:center;"><img src="assets/md/monkey.gif" style="width: 100%;"></td>
<td style="text-align:center;"><img src="assets/golf/A_monkey_is_playing_golf_on_a_field_full_of_flowers.gif" style="width: 100%;"></td>
<td></td>
<td style="text-align:center;"><img src="assets/ori16frames/sharks-swimming.gif" style="width: 100%;"></td>
<td style="text-align:center;"><img src="assets/md/Two_sea_dragons_swim_in_the_blue_ocean_on_a_coral_reef_0_300.gif" style="width: 100%;"></td>
<td style="text-align:center;"><img src="assets/oneshot/sea-dragon.gif" style="width: 100%;"></td>
</tr>
<tr>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A person is playing golf."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A monkey is playing golf on a field full of flowers."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"A monkey is playing golf on a field full of flowers."</td>
<td></td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"Two grey sharks swim in the blue ocean on a coral reef."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"Two sea dragons swim in the blue ocean on a coral reef."</td>
<td style="text-align:center;font-family: 'Chalkboard SE';">"Two sea dragons swim in the blue ocean on a coral reef."</td>
</tr>
<tr></tr>
</div><div>
<tr>
<td style="text-align:center; width: 1%;"><img src="assets/skate/output.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/md/A_robot_is_skateboarding_in_a_cyberpunk_city.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/skate/A_robot_is_skateboarding_in_a_cyberpunk_city_front_view.gif" style="width: 100%;"></td>
<td></td>
<td style="text-align:center; "><img src="assets/ori16frames/ship-sailing.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/md/island.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/oneshot/island.gif" style="width: 100%;"></td>
</tr>
<tr>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A person is skateboarding."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A robot is skateboarding in a cyberpunk city."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A robot is skateboarding in a cyberpunk city."</td>
<td></td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A ship sails on the sea during sunset."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A floating island sails on the sea during sunset."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A floating island sails on the sea during sunset."</td>
</tr>
<tr></tr>
</div><div> <tr>
<td style="text-align:center; "><img src="assets/walk/output.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/md/walk.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/walk/A_teddy_bear_is_walking_in_Times_Square_New_York.gif" style="width: 100%;"></td>
<td></td>
<td style="text-align:center; "><img src="assets/ori16frames/eating-pizza.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/md/eatting-pizza.gif" style="width: 100%;"></td>
<td style="text-align:center; "><img src="assets/oneshot/A_woman_is_eating_a_sandwich_with_various_toppings.gif" style="width: 100%;"></td>
</tr>
<tr>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A person is walking."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A teddy bear is walking in Times Square New York."</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A teddy bear is walking in Times Square New York."</td>
<td></td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A woman is eating a pizza with various toppings"</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A woman is eating a sandwich with various toppings"</td>
<td style="text-align:center; font-family: 'Chalkboard SE';">"A woman is eating a sandwich with various toppings"</td>
</tr>
<tr></tr>
</div><div></table>
</div><h2>Reference</h2>
<p id="ref">
[1] Rui Zhao, Yuchao Gu, Jay Zhangjie Wu, David Junhao Zhang, Jia-Wei Liu, Weijia Wu, Jussi Keppo, and Mike Zheng Shou. Baseline: Motion customization of text-to-video diffusion models. In European Conference on Computer Vision, pages. Springer, 2025.
</p>