PanFlow: Decoupled Motion Control for Panoramic Video Generation
Paper • 2512.00832 • Published • 1
Datasets:
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'text'}) and 5 missing columns ({'clip_name', 'caption', 'frames', 'clip_id', 'video_id'}).
This happened while the json dataset builder was generating data using
hf://datasets/chengzhag/PanFlow/cache/invalid_train.json (at revision 76c49bcf23911b16d1874f7182b33abf4dbc70b0)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
text: int64
-- schema metadata --
pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 189
to
{'video_id': Value('string'), 'clip_id': Value('int64'), 'frames': List(Value('int64')), 'clip_name': Value('string'), 'caption': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1334, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 911, in stream_convert_to_parquet
builder._prepare_split(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'text'}) and 5 missing columns ({'clip_name', 'caption', 'frames', 'clip_id', 'video_id'}).
This happened while the json dataset builder was generating data using
hf://datasets/chengzhag/PanFlow/cache/invalid_train.json (at revision 76c49bcf23911b16d1874f7182b33abf4dbc70b0)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
video_id string | clip_id int64 | frames list | clip_name string | caption string |
|---|---|---|---|---|
--yhluzuYKo | 2 | [
429,
728
] | Clip-002 | The video takes viewers on a journey through a tranquil forest, beginning with a wooden bridge over a stream, surrounded by lush greenery and a metal railing. As the camera moves, it captures the bridge from various angles, highlighting the serene environment and the absence of wildlife or human activity. The path, bor... |
--yhluzuYKo | 21 | [
6190,
6489
] | Clip-021 | The video takes viewers on a journey through a tranquil forest, beginning with a panoramic view of a waterfall and a stone stairway. As the camera moves, it captures the waterfall from various angles, highlighting the lush greenery, mossy rocks, and the serene atmosphere. The path, bordered by a wooden fence and a ston... |
--yhluzuYKo | 3 | [
729,
1028
] | Clip-003 | The video displays a tranquil, secluded pathway through a lush forest, with a wooden fence and a stone bridge crossing a stream. The overcast sky enhances the peacefulness of the natural setting. As the video progresses, the pathway is shown from various angles, including a 360-degree panorama, with a signpost indicati... |
--yhluzuYKo | 36 | [
10690,
10989
] | Clip-036 | The video takes viewers through a tranquil tunnel-like structure with a waterfall cascading down a rocky cliff. The tunnel, marked by graffiti and a curved ceiling, is bathed in natural light, creating a serene atmosphere. As the camera moves, it reveals a black motorcycle helmet, a concrete bench, and a sign with Japa... |
-2l4n6f5CGk | 2 | [
330,
629
] | Clip-002 | A group of hikers, dressed in outdoor gear, traverse a mountainous terrain under a clear blue sky, indicating a high-altitude adventure. The journey, captured through a 360-degree panorama, showcases the hikers' camaraderie and the serene beauty of the natural landscape. The sun's position changes, suggesting different... |
-3d0UQ5DliY | 7 | [
2352,
2651
] | Clip-007 | The video takes viewers on a journey through a dense forest, starting with a wooden boardwalk leading to an observation point, surrounded by lush greenery and a clear blue sky. As the camera moves, it captures a wooden walkway, a green gazebo, and a rustic wooden bridge, all under the canopy of towering trees. The path... |
-4Evtsmz-Jc | 1 | [
159,
458
] | Clip-001 | The video takes viewers through a grand, gothic-style interior with pointed arches, ribbed vaults, and a central red circular platform. Initially, four figures stand in a semi-circle, with the scene bathed in a mysterious light. As time passes, the number of figures varies, sometimes including a solitary figure in red,... |
-4ItqfKZOIs | 12 | [
2664,
2903
] | Clip-012 | A man in a green cap and blue shirt takes a selfie with a 360-degree camera in a sunlit indoor garden, surrounded by visitors and vibrant floral arrangements. The garden, with its classical architecture and ornate details, serves as a backdrop for the man's selfie, capturing the lively atmosphere and the contrast betwe... |
-4zqfH3ZhJU | 9 | [
3358,
3657
] | Clip-009 | A snowboarder in vibrant orange and blue attire descends a snowy slope, captured by a 360-degree camera, highlighting the exhilaration of winter sports. The journey showcases the snowboarder's dynamic movement against a backdrop of clear blue skies, lush greenery, and distant mountains. The presence of a cable car and ... |
-55pMHBD0o8 | 23 | [
6942,
7241
] | Clip-023 | A man in a black t-shirt and backpack stands on a wooden deck, engaging with a classic purple car and a red sports car under a clear blue sky. The scene transitions through various urban settings, including a 'CARS & CRAFTS' event and a 'CITY WALK' banner, where the man interacts with the cars and other attendees. The ... |
-55pMHBD0o8 | 22 | [
6642,
6941
] | Clip-022 | A 360-degree panorama captures a bustling city street scene under a clear blue sky, starting with a hand holding a smartphone. The scene transitions through various urban settings, including a classic red pickup truck, a silver DeLorean, and a purple vintage car, with people engaging in activities like walking, convers... |
-55pMHBD0o8 | 48 | [
14383,
14682
] | Clip-048 | A man takes a selfie with his smartphone at a car show, surrounded by classic cars including a silver muscle car and a green sports car, with onlookers engaging with the vehicles. The scene is set against a backdrop of urban architecture and a clear blue sky. As time passes, the man continues to capture the event, with... |
-5DITTSlar0 | 3 | [
630,
929
] | Clip-003 | The video displays a vibrant street scene in a coastal town, with a clear blue sky overhead. People engage in various activities, including walking, conversing, and shopping at local businesses like a bookstore and a snack stand. The scene is lively, with colorful umbrellas and a variety of storefronts, including one w... |
-5NwViH3Y4s | 10 | [
3668,
3967
] | Clip-010 | The video features a motorcycle ride through a forest, with a rider in full gear navigating a narrow dirt path. The journey is captured from a first-person perspective, emphasizing the rider's experience. The path is bordered by tall trees, and the overcast sky enhances the serene yet adventurous atmosphere. The rider'... |
-6-NbChQ5Y8 | 14 | [
4772,
5071
] | Clip-014 | A skier in vibrant orange pants and a black jacket descends a snowy slope, captured from a first-person perspective with a selfie stick. The clear blue sky and serene, snow-covered landscape with leafless trees and distant mountains frame the skier's exhilarating descent. The skier's red-lensed goggles and the absence ... |
-6-NbChQ5Y8 | 4 | [
1031,
1330
] | Clip-004 | A skier in vibrant orange pants and a black jacket descends a snowy slope under a clear blue sky, using a selfie stick to capture the descent. The bright sunlight creates a stark contrast with the white snow and dark ski equipment. The skier's dynamic posture and the sharp shadows cast by the sun highlight the exhilara... |
-6-NbChQ5Y8 | 7 | [
2130,
2429
] | Clip-007 | A skier in vibrant orange pants and a black jacket descends a snowy slope, captured from a first-person perspective. The skier, equipped with a helmet and reflective goggles, navigates through a serene, snow-covered landscape under a clear blue sky. The journey showcases the skier's dynamic movement, from carving turns... |
-6-NbChQ5Y8 | 23 | [
8484,
8783
] | Clip-023 | The video features a skier in vibrant orange pants and a black jacket, captured in a series of 360-degree panoramic views while skiing down a snowy slope. The skier, equipped with a selfie stick, is seen in various dynamic poses, including mid-action and moments of pause, against a backdrop of a clear blue sky, bare tr... |
-6-NbChQ5Y8 | 12 | [
3971,
4270
] | Clip-012 | A skier in vibrant orange pants and a black jacket descends a snowy slope under a clear blue sky, using a selfie stick to capture the descent. The skier's dynamic posture and the bright sunlight create a stark contrast against the white snow and dark trees. As the skier continues, the scene includes a red chairlift and... |
-7TPEQPvRto | 10 | [
5097,
5596
] | Clip-010 | The video takes visitors through the Sagrada Familia in Barcelona, showcasing the interior's vibrant atmosphere with tourists admiring the soaring columns and intricate stonework. The 360-degree panorama highlights the architectural splendor, with wooden doors and stained glass windows adding to the sacred ambiance. As... |
-9IAfT5MLjw | 7 | [
1567,
1806
] | Clip-007 | A blonde woman in a pink top and trousers takes a series of selfies in front of a neoclassical building with red accents and white columns, under a clear blue sky. She stands in various poses, sometimes with her hand on her hip, other times with her arm outstretched, and at one point, she holds a smartphone. The 360-de... |
-9IAfT5MLjw | 5 | [
984,
1223
] | Clip-005 | A blonde woman in a pink top and trousers is seen walking down a city street, taking selfies with her smartphone. She is captured in various poses, sometimes with her arms outstretched, against a backdrop of classical architecture, lush greenery, and a clear blue sky. The scenes are bathed in sunlight, highlighting the... |
-ARVBC8U0Eo | 3 | [
504,
743
] | Clip-003 | The video displays a serene urban setting with a clear blue sky, a red brick building, and a green awning. A person walks by, and the scene includes parked cars and a lone tree. The video transitions to a 360-degree panorama, showing a red SUV, a green tree, and a brick building with a dark roof. The panorama continues... |
-ARVBC8U0Eo | 4 | [
744,
858
] | Clip-004 | The video features a 360-degree panorama of a bustling city street with a red brick building, yellow accents, and a black awning. The scene is vibrant with parked cars, a white sedan, and a black SUV, under a clear blue sky. A lone pedestrian is seen walking by, and the urban landscape is occasionally overlaid with a s... |
-ARVBC8U0Eo | 5 | [
906,
1145
] | Clip-005 | A 360-degree panorama captures a bustling urban scene with pedestrians, parked cars, and outdoor seating under umbrellas. A woman in a black jacket and sunglasses points out something, while another person walks by with a stroller. The scene transitions to show a woman in a black top and grey pants walking past a silve... |
-AnHoakLo9Y | 4 | [
1060,
1263
] | Clip-004 | The video features a motorcyclist in a neon yellow helmet and black and white suit riding along a coastal road, with a backdrop of parked cars, a white van, and a serene sea. The rider takes selfies, capturing the scenic coastal landscape, including a stone wall, lush greenery, and a clear blue sky. The journey is mark... |
-AnHoakLo9Y | 8 | [
2284,
2514
] | Clip-008 | A motorcyclist in a neon yellow helmet and white jacket with red accents rides along a coastal road, passing parked cars and a camper van under a clear blue sky. The journey, captured from a first-person perspective, showcases the rider's solitude and the scenic coastal landscape, including lush greenery and rocky outc... |
-C-fg3Hx2jA | 1 | [
30,
329
] | Clip-001 | The video displays a vibrant beachside gathering under a white canopy, with people in summer attire engaging in conversation and enjoying the sun. The scene includes a panoramic view of the beach, palm trees, and a calm sea, with a clear blue sky overhead. As time passes, the crowd's relaxed demeanor and the serene coa... |
-C-fg3Hx2jA | 2 | [
330,
629
] | Clip-002 | The video displays a vibrant rooftop gathering under a clear blue sky, with a panoramic view of a bustling crowd of people in casual to semi-formal attire. The setting includes a white canopy, a serene sea, and a coastline, suggesting a relaxed social event. Throughout the video, the crowd engages in conversations, som... |
-CQGZjvIcI0 | 4 | [
744,
983
] | Clip-004 | The video takes viewers through a whimsical, colorful amusement park ride, starting with a panoramic view of oversized teacups and saucers under a high, arched ceiling. A man in a 'Mickey Mouse' t-shirt is seen sitting in a teacup-shaped ride, surrounded by other riders. The scene transitions to show the man in differe... |
-CQGZjvIcI0 | 7 | [
1464,
1649
] | Clip-007 | The video takes place in a whimsical, pastel-colored indoor setting, reminiscent of a tea party, with a high, arched ceiling and colorful teacups. A man in a dark blue t-shirt and red shorts is seen sitting in various teacup-shaped vehicles, expressing delight and surprise. The environment is vibrant with hanging lante... |
-EHJ4Y9koBM | 9 | [
6197,
6795
] | Clip-009 | The video features a 360-degree panorama of a protest in an urban setting, with a dense crowd of people gathered on a city street, many holding flags and signs, indicating a political demonstration. The crowd's attire varies from casual to semi-formal, and the atmosphere is one of solidarity and determination. The urba... |
-HkEFM1tmJQ | 48 | [
14140,
14439
] | Clip-048 | Under the night sky, a vibrant street scene unfolds with people engaging in various activities around a traditional Chinese-style stage adorned with golden decorations. The scene transitions through different moments, showing a man in a tie-dye shirt interacting with a young boy, and a woman in a blue top engaging with... |
-ImamZmihX4 | 3 | [
1334,
1573
] | Clip-003 | The video features a solitary snowmobile journey through a serene, snow-covered mountainous landscape. The ride is captured from the snowmobile's cockpit, with a 360-degree panorama emphasizing the untouched snow, towering pines, and the bright midday sun. The scenery includes a clear blue sky, distant mountains, and a... |
-ImamZmihX4 | 10 | [
3349,
3588
] | Clip-010 | The video features a solitary snowmobile journey through a serene, snow-covered landscape. The ride begins with a view from the snowmobile's cockpit, showcasing the untouched snow, dense evergreen forests, and majestic mountains under a bright blue sky. As the snowmobile moves, the camera captures the rider's perspecti... |
-L1mONNiQak | 3 | [
779,
1078
] | Clip-003 | The video features a serene, sunlit landscape with a clear blue sky and a rugged terrain of boulders and sparse greenery. A solitary figure in a teal outfit stands on a boulder, providing scale and a human element to the natural setting. The scene is devoid of wildlife or human activity, emphasizing the tranquility and... |
-LuG3XfRjFo | 10 | [
2281,
2520
] | Clip-010 | A man and two women, accompanied by a young girl, are seated in a red bumper boat at an amusement park, experiencing a ride. The boat, with black seats and a safety bar, moves through calm waters under a clear blue sky, passing by a whimsical red barn-like structure. The group's expressions range from focused to joyful... |
-LuG3XfRjFo | 12 | [
2936,
3048
] | Clip-012 | A family of five, including two adults and three children, embarks on a white-water rafting adventure. Initially, they are seen in a red and black raft, navigating through a man-made water slide, surrounded by lush greenery and a clear blue sky. As they progress, their attire and the raft's design suggest a mix of safe... |
-LuG3XfRjFo | 4 | [
617,
856
] | Clip-004 | The video takes place at an amusement park, where a group of five, including two children and three adults, is seated in a red bumper boat. They are surrounded by a man-made waterfall and lush greenery, with the boat's interior and the surrounding area captured in a 360-degree panorama. The passengers, dressed casually... |
-LuG3XfRjFo | 1 | [
24,
121
] | Clip-001 | The video features a group of five individuals, including two children and three adults, enjoying a ride in a red bumper boat through a serene park with lush greenery and a traditional European building. The passengers, dressed in casual attire, display a range of emotions from excitement to relaxation. The boat's inte... |
-LuG3XfRjFo | 5 | [
857,
1008
] | Clip-005 | A man and two children, accompanied by a woman, are seated in a red bumper car at an amusement park, experiencing a ride. Initially, the man grips the steering wheel, and the children are excited, with one girl pointing out something in the distance. As the ride progresses, the family, including a woman in a grey hoodi... |
-M2ngayOvPM | 4 | [
3177,
3476
] | Clip-004 | The video displays a vibrant winter sports scene at a ski resort, starting with a panoramic view of skiers and snowboarders on a groomed slope under a clear blue sky. As time passes, the focus shifts to various individuals engaging in winter sports, including skiing and snowboarding, against a backdrop of majestic moun... |
-MKjDs2t_zI | 8 | [
2438,
2571
] | Clip-008 | The video features a virtual roller coaster ride from a first-person perspective, with a red and white car marked 'TIME' descending a track that curves around a spherical panorama. The ride's environment is a whimsical, surreal landscape with a clear blue sky, scattered clouds, a bare tree, and small buildings. The sce... |
-Mu6a95QAK8 | 21 | [
7413,
7712
] | Clip-021 | The video takes viewers through a beachside restaurant, starting with a panoramic view of the outdoor dining area and a clear blue sky. As the camera moves, it captures the lively atmosphere of the restaurant, with people seated under umbrellas and a sign indicating the name of the establishment. The interior is modern... |
-OvjHnUg2LI | 1 | [
24,
263
] | Clip-001 | A bearded man in a dark green shirt and glasses stands on a city sidewalk, engaging with the camera in a 360-degree panorama. The urban setting includes bare trees, a white pickup truck, and various vehicles under a clear blue sky. The man's expressions range from surprise to delight, and he occasionally holds a blue s... |
-OvjHnUg2LI | 2 | [
264,
503
] | Clip-002 | A bearded man in a dark green shirt and glasses stands at an urban intersection, engaging with the camera and occasionally gesturing. He is adorned with a gold chain around his neck and a lanyard, suggesting his role as an organizer or speaker. The scene is set against a backdrop of a clear blue sky, bare trees, and a ... |
-OvjHnUg2LI | 3 | [
504,
743
] | Clip-003 | A bald man with glasses, wearing a green t-shirt and a gold chain necklace, stands on a city sidewalk, engaging in conversation with the camera. The urban setting around him includes a white pickup truck, traffic lights, and a street sign, under a clear blue sky. As time passes, the man's expressions and gestures vary,... |
-PCna0TqtBs | 6 | [
1345,
1584
] | Clip-006 | The video takes viewers through a bustling indoor market under a high, curved wooden ceiling with exposed beams. Yellow 'Borough Market' umbrellas line the stalls, offering a variety of goods from fresh produce to bottled drinks. The market is vibrant with people in casual attire, some browsing, others conversing, and ... |
-PCna0TqtBs | 1 | [
223,
462
] | Clip-001 | The video takes viewers through a bustling urban market, showcasing a vibrant street scene with a mix of modern and traditional architecture. The market is alive with people walking under an overpass, engaging in shopping, and enjoying the lively atmosphere. The scene transitions through various panoramic views, highli... |
-Sj-wVFOf44 | 4 | [
740,
979
] | Clip-004 | A man in a black t-shirt and safety helmet rides a mountain bike on a dirt trail through a dense forest, under a clear blue sky. The journey, captured from a first-person perspective, showcases the rider's hands on the handlebars, navigating the trail with a sense of adventure. The trail is bordered by tall pine trees,... |
-Sj-wVFOf44 | 2 | [
289,
528
] | Clip-002 | A mountain biker, wearing a black helmet and gloves, rides a dirt trail through a dense forest under a clear blue sky. The journey, captured from a first-person perspective, showcases the biker's hands on the handlebars, navigating the trail that is bordered by tall trees with slender trunks and sparse foliage. The tra... |
-Sj-wVFOf44 | 5 | [
980,
1122
] | Clip-005 | A mountain biker, wearing a black top and gloves, rides a dirt trail through a dense forest under a clear blue sky. The journey, captured from a first-person perspective, showcases the biker's hands on the handlebars, navigating the trail that is bordered by tall trees and ferns. The sunlight filters through the canopy... |
-Sj-wVFOf44 | 3 | [
529,
643
] | Clip-003 | The video features a mountain biker in full protective gear, riding a dirt trail through a dense forest under a clear blue sky. The biker's hands are on the handlebars, and the camera captures the scene from a first-person perspective, emphasizing the solitude and adventure of the ride. The trail is narrow, bordered by... |
-TUohT6baS0 | 5 | [
984,
1223
] | Clip-005 | The video features a man in a white shirt and black shorts hiking on a rocky mountain trail, using a selfie stick to capture his journey. The trail is surrounded by lush greenery and rugged terrain, with the sky transitioning from clear to scattered clouds. The man's legs are often bent, and he is seen in various state... |
-TUohT6baS0 | 6 | [
1224,
1463
] | Clip-006 | A man in a white shirt and black shorts is seen climbing a steep, sandy rock face in a desert, under a clear blue sky. The climb is solitary, with no other people or wildlife in sight. The sun casts sharp shadows, highlighting the rugged terrain. At various points, the man is assisted by another individual, and a woman... |
-TvTCGKHoyA | 1 | [
142,
441
] | Clip-001 | The video features a virtual reality experience of a sunny day in a European village, with a cyclist riding along a path surrounded by traditional buildings, lush greenery, and a clear blue sky. The journey is captured through a 360-degree panorama, highlighting the cyclist's speed and distance, with a digital interfac... |
-WbfdqvtUEE | 18 | [
9240,
9539
] | Clip-018 | The video features a serene, snow-covered mountainous landscape with a clear blue sky. A solitary black ski lift chair is positioned on a snowy slope, surrounded by tall coniferous trees and a rugged boulder. The scene transitions to a 360-degree panorama of the ski lift chairlift, highlighting the contrast between the... |
-WbfdqvtUEE | 19 | [
9540,
9839
] | Clip-019 | The video features a solitary journey through a snow-covered mountainous landscape, viewed from a vehicle's windshield. The path is flanked by dense evergreen forests and rugged cliffs under a clear blue sky, with the sun casting sharp shadows. The vehicle, equipped with a dashboard camera, suggests a first-person pers... |
-WbfdqvtUEE | 5 | [
4651,
4950
] | Clip-005 | The video features a serene, snow-covered mountainous landscape viewed from the interior of a vehicle. Initially, the scene is tranquil, with a clear blue sky and bright sunlight creating a lens flare. As time passes, a solitary skier appears on the slope, followed by a snowboarder, both engaging in winter sports. The ... |
-WbfdqvtUEE | 12 | [
7440,
7739
] | Clip-012 | The video features a solitary journey through a mountainous landscape, viewed from the perspective of a vehicle's windshield. The road, bordered by vibrant greenery and towering pines, winds through the terrain under a clear blue sky, with the sun casting sharp shadows. The vehicle, equipped with a dashboard camera, na... |
-WbfdqvtUEE | 16 | [
8640,
8939
] | Clip-016 | The video features a solitary luge ride down a snowy mountain track, captured from a first-person perspective. The journey starts with a view of the luge's black and green design against a backdrop of towering pines and a clear blue sky. As the ride progresses, the luge, equipped with a black and green design, descends... |
-_4EzTia6AA | 44 | [
15968,
16267
] | Clip-044 | The video displays a bustling beach scene with people enjoying the sun under colorful umbrellas and lounging on chairs. The setting includes a wooden deck, a 'Sandy's' sign, and a 'Duke's' sign, suggesting a laid-back, tropical atmosphere. As time passes, the scene transitions to show a 'Duke's' sign, a 'Sandy's' bar, ... |
-_4EzTia6AA | 24 | [
8195,
8494
] | Clip-024 | The video displays a bustling tourist area by a marina with a large cruise ship docked. People are seen walking, conversing, and taking photos under a clear blue sky. The area is characterized by a green building with a red roof, a white golf cart, and palm trees. Over time, the scene includes a panoramic view of the m... |
-_4EzTia6AA | 38 | [
13727,
14019
] | Clip-038 | The video takes place at a bustling cruise port, where a diverse group of people gathers under a clear blue sky. The port is lively, with a red golf cart and a building with a yellow and blue facade. As time passes, the crowd, dressed in summer clothes, engages in various activities, some walking along the dock, others... |
-_4EzTia6AA | 53 | [
18739,
19038
] | Clip-053 | The video displays a bustling city street scene from a 360-degree panorama, with pedestrians in summer clothes and vehicles like a blue bus and a black SUV. The urban landscape includes modern buildings with glass facades and a stone wall, under a clear sky. As time passes, the scene remains vibrant with people walking... |
-_4EzTia6AA | 40 | [
14584,
14883
] | Clip-040 | The video takes viewers through a vibrant street scene in a tropical setting, with colorful buildings and palm trees. People are seen walking, conversing, and enjoying the sunny weather. The scene includes a man in a white shirt and sunglasses, a woman in a yellow top, and others in casual attire. The street is lined w... |
-a3bJJIN7wI | 4 | [
1158,
1457
] | Clip-004 | The video features a panoramic view of a snowy mountain landscape from a snowboarder's perspective. The sun highlights the slopes and the clear blue sky, with other skiers and snowboarders visible in the distance. As time passes, the focus remains on the exhilarating experience of snowboarding down the mountain, with t... |
-a3bJJIN7wI | 2 | [
441,
740
] | Clip-002 | The video features a person snowboarding down a mountain slope, captured from a first-person perspective. The rider, wearing a black snowboard and goggles, is seen in various frames, highlighting the exhilaration of the descent against a backdrop of clear blue skies and majestic mountains. The snowboarder's journey is ... |
-aK5OdUQZew | 15 | [
5352,
5518
] | Clip-015 | The video features a mountain biking adventure through a dense forest, with a rider navigating a dirt trail. The journey is captured from a first-person perspective, emphasizing the rider's interaction with the environment. The trail is bordered by tall trees, and the sunlight creates a warm, inviting atmosphere. The r... |
-aK5OdUQZew | 7 | [
2184,
2392
] | Clip-007 | The video features a solitary mountain biker traversing a narrow dirt trail in a dense forest. The biker, wearing protective gear, is seen from a first-person perspective, emphasizing the immersive experience of the ride. The trail is bordered by tall trees with leaves transitioning from green to yellow, under a clear ... |
-aK5OdUQZew | 14 | [
5016,
5120
] | Clip-014 | The video features a 360-degree virtual reality experience of a mountainous terrain with a dense forest. The camera, mounted on a vehicle, provides a first-person view of the winding dirt path, the towering trees, and the clear blue sky. The forest is lush, with the canopy creating a dappled effect on the ground. Throu... |
-aK5OdUQZew | 5 | [
1583,
1822
] | Clip-005 | The video features a solitary mountain biker traversing a narrow dirt trail in a dense forest. The journey, captured from a first-person perspective, showcases the biker's movement through the serene, sunlit woods, with the trail's path marked by the biker's handlebars and the surrounding greenery. The rider, dressed i... |
-b3q6kMqUiY | 10 | [
2067,
2129
] | Clip-010 | The video displays a cityscape with a variety of buildings, from modern skyscrapers to traditional structures, under a clear blue sky. A river winds through the city, reflecting the sky and surrounded by greenery. The urban environment is devoid of people and vehicles, creating a tranquil atmosphere. Over time, the cit... |
-b3q6kMqUiY | 2 | [
394,
490
] | Clip-002 | The video displays a vibrant, Minecraft-inspired cityscape with a mix of classical and modern architecture, including a central green-domed building and a red-roofed stadium. The city is alive with boats on blue waters, a bridge connecting the city, and a clear sky with fluffy clouds. Over time, the city's details, lik... |
-b3q6kMqUiY | 9 | [
1828,
2006
] | Clip-009 | The video displays a vibrant, modern cityscape from a 360-degree perspective, showcasing a mix of high-rises and traditional buildings under a bright sun. The city is alive with moving vehicles, including cars, trucks, and a yellow taxi, and is adorned with greenery. The urban environment is a blend of architectural st... |
-b3q6kMqUiY | 8 | [
1664,
1726
] | Clip-008 | The video displays a vibrant, modern cityscape with a variety of buildings, including skyscrapers and a distinctive clock tower, under a clear blue sky. The city is alive with moving vehicles and pedestrians, yet no people are visible. The urban environment is a blend of modern and traditional architecture, with a cent... |
-b3q6kMqUiY | 1 | [
42,
241
] | Clip-001 | The video displays a serene, Minecraft-inspired cityscape with a central waterway, bridges, and a variety of buildings including a castle-like structure and modern skyscrapers. Hot air balloons float above, adding a sense of adventure. The city is devoid of people, emphasizing the tranquility. Over time, the sky transi... |
-dRDDFXspAg | 3 | [
658,
900
] | Clip-003 | The video captures a vibrant street scene in an urban setting, where a crowd gathers around a central point, possibly a religious or cultural event. A person in a green and red costume is elevated on a platform, drawing attention. The scene is a blend of historical and modern architecture, with a clear sky overhead. Ov... |
-dRDDFXspAg | 4 | [
1009,
1308
] | Clip-004 | A 360-degree panorama captures a vibrant street scene where a crowd gathers around a religious procession, focusing on a float with a statue of the Virgin Mary. The procession, marked by a green and gold float, draws the attention of the diverse crowd, reflecting a blend of tradition and modernity. Over time, the crowd... |
-dRDDFXspAg | 5 | [
1309,
1560
] | Clip-005 | A 360-degree panorama captures a vibrant street scene where a crowd, dressed in summer attire, gathers around an event. The scene is set against historic buildings with Mediterranean architectural details, under a clear blue sky. A figure in a white ceremonial robe, possibly a priest or dignitary, is central to the gat... |
-dcKbPW5Lgo | 8 | [
2070,
2369
] | Clip-008 | The video takes viewers on a journey through a traditional carousel, starting with a panoramic view of the merry-go-round's interior, showcasing a white and pink carousel horse, a golden pillar, and a man in casual attire. As the video continues, the focus shifts to different parts of the carousel, including a golden p... |
-eGW6eDerAA | 1 | [
62,
311
] | Clip-001 | A person in a dark jacket and blue pants walks on a dirt path through a forest with tall conifers and patches of snow, under a clear sky. The scene is tranquil, with the person's movement creating a dynamic effect. As the person continues, the environment remains serene, with the sun casting dappled shadows. Eventually... |
-eGW6eDerAA | 4 | [
1159,
1408
] | Clip-004 | A man stands on a snow-dusted mountain trail, surrounded by a serene landscape of coniferous trees and distant mountains under a bright sun. He is dressed in a dark jacket and blue jeans, with a backpack, indicating a journey. The scene transitions through various panoramic views, showing the man in different poses, so... |
-eGW6eDerAA | 8 | [
2159,
2408
] | Clip-008 | The video features a 360-degree panorama of a mountainous landscape with snow patches and green coniferous trees under a bright blue sky. Initially, the terrain appears untouched, with a solitary stone monument atop a rocky outcrop. As time passes, a lone hiker in dark attire is seen traversing the rugged terrain, indi... |
-ijfV5jWAu4 | 1 | [
30,
329
] | Clip-001 | The video provides a 360-degree panorama of a bustling city street, showcasing a variety of vehicles including cars, motorcycles, and rickshaws, as well as pedestrians in casual attire. The urban landscape is marked by modern buildings with glass facades and commercial signage, under a clear blue sky. The scenes transi... |
-je7J_YimAY | 9 | [
2595,
2894
] | Clip-009 | A motorcyclist in a blue jacket and white helmet rides a yellow motorcycle on a curving road through a mountainous landscape, with a white van parked nearby. The rider, wearing a reflective visor and gloves, leans into turns, with the road curving ahead and a white van waiting. The motorcyclist, now in a blue jacket an... |
-je7J_YimAY | 21 | [
6195,
6494
] | Clip-021 | A motorcyclist in full protective gear rides a yellow motorcycle along a curving road through a lush, green landscape, suggesting a high-speed journey. The rider, wearing a blue jacket and white helmet, is seen leaning into turns, with the bike's front wheel lifted off the ground, indicating dynamic movement. The surro... |
-je7J_YimAY | 17 | [
4995,
5294
] | Clip-017 | A man in a blue jacket and reflective helmet rides a yellow motorcycle along a curving road by a tranquil lake, surrounded by lush greenery and distant mountains under a clear sky. The journey is captured from a first-person perspective, emphasizing the rider's solitude and the serene, natural landscape. The road is bo... |
-je7J_YimAY | 32 | [
9495,
9794
] | Clip-032 | A man in a blue jacket and reflective helmet rides a yellow motorcycle along a curving road through a lush, green landscape with a lake and mountains under a clear sky. The rider, wearing a white helmet and blue jacket, navigates the road, which is bordered by a white guardrail and a steep cliff. The journey continues ... |
-je7J_YimAY | 42 | [
12555,
12854
] | Clip-042 | A motorcyclist in a blue jacket and reflective helmet rides a yellow motorcycle along a curving road through a lush, green landscape with a river and mountains under a clear sky. The rider leans into turns, with the bike's front wheel lifted off the tarmac, and the rear wheel skids, indicating high speed. The rider's p... |
-l4EFPZvChY | 5 | [
2135,
2434
] | Clip-005 | The video features a ski resort under a clear blue sky, with a group of skiers and snowboarders at the top of a slope. The scene includes a cable car system, a small building, and a stone building with a wind turbine, all set against a backdrop of majestic mountains. The skiers, dressed in winter sports attire, are see... |
-mEauAdoQWc | 25 | [
5424,
5663
] | Clip-025 | The video displays a vibrant night scene in a bustling urban environment, likely in Japan, with a crowd of people engaging in various activities under neon lights. The scene is dynamic, with a person in a red and white uniform and another in a red hoodie standing out among the crowd. The urban landscape is filled with ... |
-mEauAdoQWc | 10 | [
2184,
2423
] | Clip-010 | The video displays a vibrant night scene in a bustling city, with a crowd of people engaging in various activities under neon lights. A person in a nurse costume stands out among the crowd, which includes individuals in casual and business attire. The urban landscape is alive with motion, as people walk, converse, and ... |
-nFJn5nG4VU | 7 | [
1608,
1907
] | Clip-007 | The video displays a panoramic view of Mecca, where Muslim pilgrims in white ihram garments gather around the Kaaba. The overcast sky and the black silhouette of the Kaaba against the white marble courtyard create a serene atmosphere. The crowd, some carrying bags and wearing head coverings, engages in Tawaf, walking a... |
-ndyRP9WUPg | 47 | [
16250,
16376
] | Clip-047 | A woman in traditional Japanese attire performs energetically on stage under a white tent, surrounded by an enthusiastic audience. The scene transitions through various moments of the performance, with the woman and the audience engaging in a lively event, indicated by the presence of a '2016' banner and a 'H' sign. Th... |
-ndyRP9WUPg | 37 | [
12181,
12480
] | Clip-037 | The video takes place under a white and blue striped tent, where a lively crowd gathers for an outdoor event. People are seated at red tables, conversing and enjoying beverages, with a man in a green and white striped shirt standing out. The scene is vibrant, with a blurred effect suggesting movement. Over time, the cr... |
-ndyRP9WUPg | 13 | [
3980,
4279
] | Clip-013 | The video displays a vibrant outdoor event under a clear blue sky, with a crowd of people engaging in various activities. The scene includes a 'Pennywise' stand, a 'Pennywise' food stand, and a 'Pennywise' beer stand, all contributing to the festive atmosphere. The event is marked by a 'Pennywise' sign, a 'Pennywise' f... |
-ndyRP9WUPg | 5 | [
1407,
1578
] | Clip-005 | The video features a vibrant outdoor event under a clear blue sky, with a crowd engaging in various activities. The scene includes red picnic tables, greenery, and a white canopy, with a signboard providing information. Over time, the event appears to be a daytime festival or market, with people mingling, walking, and ... |
-ndyRP9WUPg | 45 | [
15265,
15464
] | Clip-045 | The video features a panoramic view of an outdoor scene centered around a towering Gundam statue, with visitors engaging with the iconic Japanese anime robot. The statue, with its white and red color scheme, stands on a circular platform, surrounded by modern buildings and lush greenery under a clear blue sky. The atmo... |
-o426idfZJw | 34 | [
11705,
12004
] | Clip-034 | The video features a serene, snow-covered mountainous landscape under a clear blue sky, with the sun casting sharp shadows and illuminating the snow. A solitary figure, likely a skier or snowboarder, is seen in motion, suggesting a peaceful yet dynamic winter scene. The panoramic views, captured from a vehicle's windsh... |
End of preview.
PanFlow Dataset
The PanFlow dataset supports the research presented in the paper PanFlow: Decoupled Motion Control for Panoramic Video Generation.
PanFlow is a novel framework for controllable 360° panoramic video generation that decouples motion input into two interpretable components: rotation flow and derotated flow. This dataset is a large-scale, motion-rich panoramic video dataset with frame-level pose and optical flow annotations, curated to enable precise motion control, produce loop-consistent panoramas, and support applications such as motion transfer and panoramic video editing.
Paper: https://huggingface.co/papers/2512.00832 Code: https://github.com/chengzhag/PanFlow Video Overview: https://www.youtube.com/watch?v=sFTWwlHjNtg
By conditioning diffusion on spherical-warped motion noise, PanFlow enables precise motion control, produces loop-consistent panoramas, and supports applications such as motion transfer:
and panoramic video editing:
Dataset Structure and Details
The PanFlow dataset provides camera pose annotations for 300k clips. It also includes pre-generated latent and noise cache for a filtered subset to speed up training.
The underlying video data is derived from the 360-1M dataset, which consists of YouTube videos licensed under CC BY 4.0. We provide a 720P version on 360-1M-720P.
Citation
If you use the PanFlow dataset in your research, please cite the original paper:
@inproceedings{zhang2025panflow,
title={PanFlow: Decoupled Motion Control for Panoramic Video Generation},
author={Zhang, Cheng and Liang, Hanwen and Chen, Donny Y and Wu, Qianyi and Plataniotis, Konstantinos N and Gambardella, Camilo Cruz and Cai, Jianfei},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
year={2026}
}
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