Teaching Video Generators to Remember: Eliciting Dynamic Memory for Out-of-Sight State Evolution
Paper • 2605.25333 • Published
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
caption: string
id: string
source: string
fps: double
num_frames: int64
trajectory_profile: string
caption_v2_meta: string
caption_v2_source_id: string
packed_tar_case_id: string
pairing_fix: string
video: string
camera_npz: string
hf_repo: string
hf_shard: string
hf_key: string
to
{'caption': Value('string'), 'source': Value('string'), 'id': Value('string'), 'caption_v2_meta': Json(decode=True), 'video': Value('string'), 'hf_repo': Value('string'), 'hf_shard': Value('string'), 'hf_key': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
caption: string
id: string
source: string
fps: double
num_frames: int64
trajectory_profile: string
caption_v2_meta: string
caption_v2_source_id: string
packed_tar_case_id: string
pairing_fix: string
video: string
camera_npz: string
hf_repo: string
hf_shard: string
hf_key: string
to
{'caption': Value('string'), 'source': Value('string'), 'id': Value('string'), 'caption_v2_meta': Json(decode=True), 'video': Value('string'), 'hf_repo': Value('string'), 'hf_shard': Value('string'), 'hf_key': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
caption string | source string | id string | caption_v2_meta unknown | video string | hf_repo string | hf_shard string | hf_key string |
|---|---|---|---|---|---|---|---|
A shallow, glossy yellow liquid lies spread on a flat surface, showing fine concentric surface ripples and a bright rim. Early in the clip a thin bead of liquid is added, enlarging the pool slightly and smoothing the film. Midway a small metal-tipped brush or spatula descends and makes contact with the puddle, picking ... | helios | taxonomy_200000008_glue_spread | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000000.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000000 |
A hand holds and directs a steady stream of water down onto a flat, reflective surface. At the start the stream is a single smooth ribbon contacting the pool and generating concentric circular ripples and small radial splashes. As the sequence continues the hand moves a little closer and the falling column narrows and ... | helios | taxonomy_200000016_washing_hands | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000001.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000001 |
A low, soapy foam puddle with visible bubbles sits on a wooden surface in front of a soap bar and small bowls. At the start the foam forms a rounded, airy mound with large surface bubbles; over time the foam remains but subtly settles and spreads. Near the end a hand brings a flat metal spatula into contact with the fo... | helios | taxonomy_200000024_soap_lather_spread | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000002.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000002 |
A narrow vase or aroma diffuser sits centered on a small wooden side table beside a glass sliding door while a pale plume of vapor rises from its top. At the start a distinct column of smoke billows upward; as the clip proceeds the vapor thins, curls and breaks into smaller wisps that drift and bend slightly to the sid... | helios | taxonomy_200000040_dishwasher_steam_release | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000003.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000003 |
A gloved experimenter manipulates a glass pipette and a beaker of blue solution. At the start the pipette is held above and to the side of the beaker while the hand steadies the glass vessel. Midway the pipette is inserted and tilted into the liquid, producing motion and a small displaced meniscus inside the beaker. As... | helios | taxonomy_200000048_lab_experiment_sequence | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000004.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000004 |
A mound of hot diced food sits on a wooden cutting board with a small puddle of juices around its base. At the start a tall, curling column of steam rises above the pieces and twists into translucent plumes. As the sequence continues the steam loses coherence: the tall swirls break up into shorter, looser tendrils that... | helios | taxonomy_200000056_food_burn_smoke | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000005.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000005 |
A dark red beverage is poured from a bottle into a tall glass. At the start the glass holds a moderate amount of liquid with a small foamy head while a steady stream arches down from the bottle neck. As pouring continues the liquid column rises and the froth spreads outward, forming more bubbles and a thicker head. The... | helios | taxonomy_200000064_pour_wine_beer | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000006.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000006 |
A single round robot vacuum travels across a wooden tabletop from left toward the right edge. At the start it sits nearer the center-right with its shadow and reflection visible beneath it; then it steadily translates rightward while maintaining contact with the tabletop via its wheels, producing a moving reflection an... | helios | taxonomy_200000080_robot_vacuum | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000007.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000007 |
A runner trots steadily on a treadmill, alternating foot strikes as the belt carries them back beneath each step. At the start the rear foot is lifted and swinging forward while the lead foot contacts the belt; midway the feet trade positions with visible toe-off and heel-strike moments and the calf muscles flex visibl... | helios | taxonomy_200000088_treadmill_running | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000008.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000008 |
A thin stream of liquid pours down into a shallow, wide bowl, striking near the bowl center and carving a small crater in the foamy surface. At the start the foam layer is thin with a visible dark depression and a few larger bubbles gathered left of the impact point. As pouring continues the stream straightens and the ... | helios | taxonomy_200000096_soap_bubbles | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000009.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000009 |
A seated person wearing blue scrubs repeatedly brings their hands together in a steady clapping motion. At the start the palms are slightly cupped and separated; they rotate and move inward so fingertips and palms meet, then separate again in a rhythmic cycle. The motion involves forearm rotation and small vertical shi... | helios | taxonomy_200000104_clapping_hands | {
"temporal_dynamics": "cyclic_low",
"physics_plausibility": 5,
"reason": "keep_human_cyclic"
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000010.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000010 |
A person is scrubbing a white dinner plate with a yellow sponge while rinsing it. At the start the plate is angled and small droplets fall as the sponge rubs soap over the surface. As the sequence continues the scrub motion spreads suds across the face of the plate and water runs off the rim; the plate is tilted more a... | helios | taxonomy_200000112_dishwashing_sequence | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000011.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000011 |
A black wheeled suitcase sits on a wooden surface in front of a bed. At the start the case is closed and flat; then the top half is lifted and pivots upward on its hinge. Midway the lid is tilted back and the soft fabric lining and inner pocket become visible, the zipper strap dangling as the shell swings. The top sect... | helios | taxonomy_200000120_suitcase_open | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000012.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000012 |
A chef works a large nori-wrapped sushi roll on a white cutting board. At the start the roll lies intact with a spatula pressed near its middle while rice peeks from the cut end. The cook scrapes and adjusts the seaweed, causing the exposed rice and the free edge of the nori to shift and flatten outward. Midway the spa... | helios | taxonomy_200000128_sushi_rolling | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000013.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000013 |
A single woman walks and pivots from a left-profile stance into a frontal pose. At the start she stands near a doorway with her hands near her chest and her ponytail behind her. She then rotates her torso and steps slightly forward while swinging her arms, the ponytail following the head turn. Midway she turns her back... | helios | taxonomy_200000136_turn_look_around | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000014.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000014 |
A clear pump bottle of blue-tinted soap sits on a countertop beside a shallow recessed tray. At the start the tray is empty and the bottle is upright with its dip tube visible through the liquid. As the sequence progresses, foamy suds and small bubbles are deposited near the bottle’s nozzle and quickly accumulate in th... | helios | taxonomy_200000144_hand_sanitizer | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000015.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000015 |
A close-up shows a person’s lower cheek and neck being shaved. At the start a thick layer of white shaving cream covers the neck; a hand holds a multi-blade razor against the skin. The razor is drawn downward in repeated strokes, scraping cream away and leaving smooth, exposed skin behind in a narrow vertical strip. St... | helios | taxonomy_200000160_shaving_face | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000016.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000016 |
A person washes a white plate over a kitchen sink, scrubbing with a yellow sponge while holding the plate steady. At the start the plate lies relatively flat in the sink with soapy suds visible as the sponge rubs the surface. As the action continues the cleaner repositions both hands, lifts and tilts the plate upward, ... | helios | taxonomy_200000176_dishwashing_sequence | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000017.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000017 |
A white toilet begins with its seat and lid raised, revealing the bowl interior. A person wearing an orange glove reaches in from the left, grasps the underside of the lid and rotates it downward; the gloved hand then guides the seat/lid assembly until it lowers and comes to rest. Midway the hand is visible holding and... | helios | taxonomy_200000184_toilet_seat_lid | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000018.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000018 |
A person’s mouth is being brushed with a blue-and-white toothbrush while thick white toothpaste foam coats the lips and chin. At the start the brush contacts the front teeth and foam forms a rounded ring around the mouth; the bristles press against the incisors and some teeth are visible. As brushing continues the hand... | helios | taxonomy_200000192_brushing_teeth | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000019.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000019 |
A glossy table bears a spread of thick orange sauce with scattered droplets and a central thicker pool. Over time a hand holding a cloth comes in from the right and presses down, then drags across the surface: the cloth contacts the liquid, flattening and smearing the thicker pool into a thin film and creating long bru... | helios | taxonomy_200000200_spill_wipe_partial | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000020.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000020 |
A young woman stands at a bathroom sink and uses a soft white towel to dry and blot her face. At the start she raises the towel and brings it to her cheek and under her eye, pressing and dragging the cloth across skin; the towel conforms and folds around her face as she wipes. Midway she pulls the towel down to cover h... | helios | taxonomy_200000208_towel_dry_face | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000021.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000021 |
A person in a pink top and black shorts sits on a stationary exercise bike and pedals with a steady, repeating motion. At the start their near leg is lifted forward, hands grasping the handlebars and the torso slightly leaned; midway the same leg extends downward to press the pedal while the opposite leg bends under th... | helios | taxonomy_200000224_pilates_reformer | {
"temporal_dynamics": "cyclic_low",
"physics_plausibility": 5,
"reason": "keep_human_cyclic"
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000022.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000022 |
A small glass jar filled with orange-brown granules sits beneath a vertical metal nozzle. At first the jar is dry and exposed; then a dense white vapor begins to pour from the nozzle, spilling over the rim and forming sheets that cling and stream down the jar sides. The vapor quickly expands outward, producing tendrils... | helios | taxonomy_200000232_smoke_machine | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000023.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000023 |
An amber liquid is poured in a steady vertical stream onto a shallow rectangular tray. At the start the stream hits the center producing a pronounced crown and many small droplets that shoot upward and outward while concentric ripples propagate toward the tray edges. Midway the initial crown breaks into a short central... | helios | taxonomy_200000240_liquid_splash_surface | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000024.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000024 |
A shallow circular pool of two colored liquids sits on a white surface while a bright yellow-orange flame rises from its center. At the start the fire flares into multiple lobes and a broader, flickering crown that leans and splits outward above the pool, sending thin wisps of smoke upward. Midway the flame tightens in... | helios | taxonomy_200000248_fire_extinguisher | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000025.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000025 |
A small blue-orange flame sits above a circular stovetop coil at the start. The flame stretches upward and becomes taller and more intensely orange as the sequence progresses. Midway a rapid expansion at the flame base produces a dense, white fog or smoke that billows outward across the cooking surface, forming a low, ... | helios | taxonomy_200000256_aerosol_spray_cloud | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000026.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000026 |
A violin sits in the foreground with its bridge and four strings centered; a bow is drawn across the strings from left to right. At the start the bow lies over the strings near the bridge with broad light-colored hair contacting them. As the clip progresses the bow translates and rotates slightly, the shaft moving righ... | helios | taxonomy_200000264_violin_bowing | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000027.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000027 |
A clear glass bottle with a black trigger-style nozzle sits on a wooden table holding two distinct layers: a bright yellow top layer over a dark reddish-brown lower liquid. Early on the yellow layer forms a calm cap while darker fluid stays settled below. The yellow region then becomes agitated and descends in twisting... | helios | taxonomy_200000272_fire_extinguisher | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000028.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000028 |
A cleaning or pouring action sprays a clear liquid onto a flat tabletop and the liquid spreads into a shallow circular pool. At the start there are scattered droplets and a small central puddle; a fine spray from the right begins to land and coalesce. Midway the liquid forms a continuous ring that expands and wets the ... | helios | taxonomy_200000280_spray_bottle_liquid | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000029.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000029 |
A small pile of freshly ground coffee and scattered whole beans sits on a wooden board beneath a chrome espresso group head. Early on the coffee mound is present and the machine’s spout is idle; then fine grounds and a few beans shift as the metal portafilter is swung into place from above. A small droplet can be seen ... | helios | taxonomy_200000288_coffee_grinding | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000030.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000030 |
A plastic spray bottle hangs above a shallow rectangular tray and emits a steady conical jet of fine mist. At the start the tray surface is mostly visible with only a faint swirl at its center; soon a narrow plume issues from the nozzle and expands into a cloud. The aerosol rises and billows outward, forming low, rolli... | helios | taxonomy_200000304_spray_bottle_liquid | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000031.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000031 |
A seated person has a navy blood-pressure cuff wrapped around their upper arm while another person’s hands come into view to adjust it. At the start the cuff sits on the biceps with the coiled rubber tube draping down; soon a gloved or sleeved hand reaches in, grips the underside of the subject’s forearm and pulls the ... | helios | taxonomy_200000312_blood_pressure | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000032.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000032 |
A steady vertical stream of golden grains falls onto a tray and builds a conical heap. At the start a modest central mound and a smaller foreground mound sit on the metal surface; individual kernels strike the apex, bounce and scatter outward. As more grain arrives the central peak grows in height while grains cascade ... | helios | taxonomy_200000320_rice_grain_pour | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000033.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000033 |
A foamy white disc with a bright blue central depression sits on a black rim while a wispy vapor column rises above it. A thin vertical stream contacts the foam, producing bubbling and small hemispherical beads on the surface that migrate outward and coalesce. As the sequence progresses, yellow fluid droplets fall into... | helios | taxonomy_200000328_cleaning_foam_reaction | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000034.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000034 |
A steady stream of small dark beans falls from above onto a shallow metal tray, striking the surface and building a conical pile. At the start a modest mound sits on the tray while individual beans fall and bounce; as the sequence continues the continuous cascade feeds the center of the heap, causing beans to hop and r... | helios | taxonomy_200000344_coffee_beans_pour | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000035.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000035 |
An orange-colored liquid spill with a radial splatter pattern sits on a light wooden surface. At first the liquid forms a rounded central pool with many thin spike droplets around the edge. A hand brings an orange-handled spatula/ladle into contact and drags it across the pool, sweeping the liquid outward and smoothing... | helios | taxonomy_200000352_spill_wipe_partial | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000036.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000036 |
A person practices balance on a wooden balance board that rocks on a cylindrical roller inside a gym. At the start the feet are planted on the deck and the board sits nearly flat; the soles contact the grip tape and weight is shared between both feet. As the sequence progresses the rider shifts weight side to side and ... | helios | taxonomy_200000368_balance_board | {
"temporal_dynamics": "cyclic_low",
"physics_plausibility": 5,
"reason": "keep_human_cyclic"
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000037.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000037 |
A hand reaches down and lifts a small yellow, ribbed rubber toy that initially rests on a stainless-steel pet bowl. The fingers pinch the toy, pull it up and away from the bowl rim, then carry it laterally and lower it onto the tiled floor beside the bowl. The toy slides/rolls a short distance as the hand withdraws, le... | helios | taxonomy_200000376_pet_feeding | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000038.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000038 |
A busy corridor by two elevator doors fills with pedestrians who walk through and past the frame. Midway the white-shirt passer comes directly past and briefly fills the frame, partially obscuring the view as others move behind him. After he passes, a slim man in dark blue walks forward near the left elevator and a wom... | helios | taxonomy_200000384_elevator_enter_exit_people | {
"temporal_dynamics": "progressive",
"camera_scrubbed": true,
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000039.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000039 |
A shallow metal drawer with a small stack of plastic cases (a blue/black case on top of an orange case) sits on telescoping metal rails. At the start the drawer is more extended and the cases rest near the outer edge of the slide. Over time the drawer translates inward along its runners, carrying the stacked cases with... | helios | taxonomy_200000392_drawer_overflow_items | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000040.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000040 |
A person in a dark fitted shirt reaches forward with their right arm and an open palm while their left arm hangs at their side. The hand initially extends outward with fingers splayed, then the wrist rotates and the arm withdraws toward the body; the fingers close slightly as the hands come down toward the pelvis. As t... | helios | taxonomy_200000400_reaching_grabbing | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000041.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000041 |
A colorful macaw flies in from the right and lands on an outstretched human hand in front of a plain wall and a potted leafy plant. At the start only the bird's tail and the plant are visible; the parrot then swings its body forward, extends a foot, and contacts the hand. As it settles its claws grip the fingers and it... | helios | taxonomy_200000408_parrot_perch_move | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000042.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000042 |
A glossy, viscous dark liquid sits pooled on a rectangular white tray near the front edge. At the start a metal spatula contacts the left side of the pool and begins to drag across the surface; the blade skims and lifts a thin layer of liquid while leaving a smooth, reflective sheet behind. Midway the spatula continues... | helios | taxonomy_200000416_stain_spread_fabric | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000043.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000043 |
A viscous amber syrup is being dispensed onto a flat white surface and spreads into a glossy ribbon and pooling puddles. At the start a thin vertical stream drops from the metal nozzle and lands, creating a reflective elongated streak as the fluid shears outward. Soon the flow thins and the ribbon smooths into a contin... | helios | taxonomy_200000432_glue_spread | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000044.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000044 |
A gloved healthcare worker prepares and then positions an injection at a patient's forearm. At the start the worker holds a small white cap or stopper close to the skin and inspects the site; then the hands move inward and assemble or swap in a syringe. Midway the assistant aligns the barrel and needle over the selecte... | helios | taxonomy_200000440_syringe_injection | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000045.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000045 |
A small black dog wearing a bright collar walks across the floor from left to right and slips out of view behind a wooden door. At the start the dog is partially visible near a low stool and a dark cabinet; midway it strides past the stool with tail up and paws contacting the hardwood while motion blur streaks the body... | helios | taxonomy_200000448_dog_fetch_indoor | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000046.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000046 |
A brown, medium-sized dog walks across a clear, glass-walled enclosure from left to right. At the start the whole animal is visible, head forward and all four paws on the glossy floor with faint reflections. As the sequence progresses the dog shifts weight and takes repeated steps: forelegs reach forward, hind legs pus... | helios | taxonomy_200000456_dog_tail_wag_bark | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000047.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000047 |
A steady stream of small pale granules falls onto a metal tray and builds a conical heap. At the start the pour is strong, with many grains airborne and splashing outward; pieces strike the mound and bounce to the tray edges. Midway the pile grows taller and the slope smooths as incoming material slides down, adding fi... | helios | taxonomy_200000472_rice_grain_pour | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000048.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000048 |
A person slides a steam iron across a folded white cloth resting on a wooden countertop. At the start the iron sits toward the left side of the cloth; the single hand grips the iron handle and pushes it forward and slightly to the right. As the sequence progresses the iron is turned more toward the viewer and dragged a... | helios | taxonomy_200000480_ironing_steaming | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000049.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000049 |
A dark viscous puddle sits low on a tabletop at the start, with a glossy central blob and thinner peripheral rings. A hand/cloth or brush contacts the blob and presses forward, pulling the concentrated darker core into a long streak. Midway the applicator drags pigment outward, creating parallel striations and a traili... | helios | taxonomy_200000488_spill_wipe_partial | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000050.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000050 |
A man carrying a rectangular cardboard box walks forward out of a doorway and brings the package toward the front of the scene. At the start he holds the box close to his torso and takes steps through the doorway; midway he has shifted his weight forward, holding the box with both hands at waist height as he approaches... | helios | taxonomy_200000496_carry_box_room | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000051.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000051 |
A metal drawer assembly is pulled outward from a pale blue cabinet while the cabinet door hangs open on the right. At the start the tray is mostly retracted with the curved handle sitting near the front edge; then the tray slides smoothly along metal runners and the handle translates outward and slightly downward as th... | helios | taxonomy_200000504_cabinet_drawer | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000052.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000052 |
A set of thin orange elastic bands initially stretch across the flat white corner of a tile, with long, taut runs lying on the top surface. A hand reaches in, pinches the bands near the corner, and drags and folds them inward; friction and the bands' elasticity cause the free spans to shorten as the material bunches. T... | helios | taxonomy_200000512_rubber_band_stretch | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000053.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000053 |
A person in a black shirt and blue athletic shorts rotates and repositions their right hand over the clip. At the start the hand is held palm-up and slightly forward of the torso with fingers relaxed. As the sequence progresses the wrist rotates and the fingers curl and unfold while the hand moves outward and down alon... | helios | taxonomy_200000528_sign_language | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000054.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000054 |
A shallow dark bowl sits on a speckled countertop with a small round disk centered on top of the contents. At the start there are gentle wisps of vapor rising from the bowl surface; the food-like mass inside the bowl and the disk remain unchanged. As the sequence continues the vapor intensifies, lifting in thin ribbons... | helios | taxonomy_200000536_smoke_machine | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000055.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000055 |
A steady stream of water pours from a tilted spout into a shallow tub, striking the near rim and creating a ring of ripples that spread outward across a glossy, dark liquid surface. At the start a pronounced white splash and individual droplets hang just below the faucet; as the clip progresses the droplets travel down... | helios | taxonomy_200000552_shower_water_running | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000056.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000056 |
The dog briefly opens its mouth and appears to shake or snap its head, then pushes up and leans forward, lifting one forepaw as it moves. Over time it bends down and walks forward, nose lowering toward the floor as it approaches and sniffs the ground in front of a sofa and side table. The couch and window plant remain ... | helios | taxonomy_200000560_dog_shake_water | {
"temporal_dynamics": "progressive",
"camera_scrubbed": true,
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000057.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000057 |
A small tray of fresh green leaves is gradually augmented by more leaves dropping from above and accumulating into a loose mound. At the start a handful of leaves are already on the tray while additional leaves fall in a cascading blur toward the center. Midway the incoming leaves strike the pile, slide and shift nearb... | helios | taxonomy_200000568_salad_tossing | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000058.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000058 |
A shallow metal bowl holds a burning fuel source with a short vertical metal cylinder or wick in its center. At first bright tongues of flame rise and curl around the cylinder, licking outward across the bowl’s surface while thin smoke trails upward. As the clip progresses the flames flicker and shift shape — elongatin... | helios | taxonomy_200000576_fire_extinguisher | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000059.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000059 |
A small robotic pick-and-place head travels over a linear aluminium rail and a black rectangular carriage runs along the guide. At the beginning the carriage sits near the left side with a green cable visible beneath it. The actuator above approaches, then a pair of thin metal fingers and a suction-like foot descend an... | helios | taxonomy_200000608_assembly_line_pick_place | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000060.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000060 |
A person uses a flat yellow scraper to drag a thick white paste across a flat board and sweep it into an adjacent orange pool. At the start the white band is piled and distinct from the orange liquid; then the scraper maintains contact and shears the white forward while also pulling thin orange streaks into the white. ... | helios | taxonomy_200000616_wax_polish_surface | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000061.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000061 |
A clear glass sits on a table while a pale amber liquid is poured into it, forming a turbulent column that entrains air and creates a white foamy head. At the start the glass is partially filled with dark red-brown liquid and scattered bubbles cling to the inner wall. As pouring continues, swirling lighter fluid rises ... | helios | taxonomy_200000632_drink_foam_rising | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000062.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000062 |
A single person performs a controlled lower-body movement, beginning in a shallow squat with hands resting near the front of the knees. The body descends as the knees bend and the hands slide down the thigh, fingers brushing the knee at mid-range; the calves and thigh muscles compress visibly. Mid-sequence the legs ext... | helios | taxonomy_200000648_squat_lunge_indoor | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000063.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000063 |
A round ball of bread dough sits on a floured baking tray and steadily puffs up and domes as time passes. At the start the dough is a low, compact mound with visible flour scattered around it; gradually the dough expands upward and outward, the surface smoothing and forming small dimples and stretched skin. Midway the ... | helios | taxonomy_200000656_dough_rising_timelapse | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000064.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000064 |
A person rubs a white cream onto the top of their forearm using a small cotton pad held in the other hand. At the start a narrow streak of thick cream sits near the wrist and the pad presses and drags across it. As the motion repeats, the cotton pad shifts upward and outward while the cream thins and spreads: streaks l... | helios | taxonomy_200000664_skincare_lotion | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000065.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000065 |
A man carries a large cardboard box through a doorway and walks toward a small parcel on the floor. At the start he holds the box at chest height while standing in the doorway; the small parcel sits on the threshold below. As he steps forward he shifts his stance and brings the box forward and downward, bending at the ... | helios | taxonomy_200000672_carry_box_room | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000066.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000066 |
An amber translucent cup sits on a table holding a dark granular mass topped with several yellow, pill-shaped pieces. A flame issues from the cup and grows upward through the clip: at first a compact blaze sits just above the rim, then the fire stretches and curls, becoming taller and brighter and progressively bending... | helios | taxonomy_200000704_pill_dissolve | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000067.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000067 |
A person stands beside a bathroom sink adjusting their shirt near the waistband at the start, fingers and a small blue cloth visible at their hip. They lift or smooth the shirt upward while their forearm swings inward; the shirt hem rises and the torso shifts slightly toward the right side of the frame. Partway through... | helios | taxonomy_200000712_dressing_put_on_shirt | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000068.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000068 |
A short, brightly lit corridor with glossy floors and a door at the far end fills the scene. Midway through the sequence the center walker moves forward and out of frame as a woman and the backpacked person cross the hallway, briefly overlapping and causing partial occlusion. By the end only the backpacked pedestrian r... | helios | taxonomy_200000720_people_walk_hallway | {
"temporal_dynamics": "progressive",
"camera_scrubbed": true,
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000069.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000069 |
A person in a tied blue top and dark shorts repeatedly presses and manipulates the side of their midsection. At the start their hand rests against a noticeable belly bulge; the fingers curl and press into the skin, compressing soft tissue. Over time the hand slides downward and across the hip while the abdominal flesh ... | helios | taxonomy_200000728_massage_physical_therapy | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000070.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000070 |
A man with a towel draped around his shoulders sits while another person repeatedly wipes his face with a white cloth. At the start the man's chin is tilted slightly upward and the cloth presses against his cheek near the jawline. As the sequence progresses the wiping hand travels forward and slightly downward across t... | helios | taxonomy_200000744_towel_dry_face | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000071.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000071 |
A person draws a glossy black scribble on a vertical glass surface with a white marker. At the start the marker tip presses and drags, leaving three curved, slightly tapered strokes and a small bead of ink forming at the lower edge. Over the next moments the wet ink holds its shiny appearance while the marker is pulled... | helios | taxonomy_200000760_whiteboard_writing | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000072.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000072 |
A clinician adjusts a blue blood-pressure cuff on a patient's arm: at first the cuff sits high on the upper arm, then a hand reaches in, grips the cuff and slides and rotates it downward toward the elbow. The patient’s forearm straightens and drops slightly as the cuff is repositioned; the cuff fabric conforms and comp... | helios | taxonomy_200000776_blood_pressure | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000073.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000073 |
A person in an apron gently pets a relaxed tabby cat lying on a table. At the start the hand approaches and strokes the cat's head and face near a small black round object on the table; the cat's eyes are partly open and its head is slightly raised. Midway the hand continues a forward-to-back stroking motion along the ... | helios | taxonomy_200000784_pet_grooming | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000074.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000074 |
A black game controller sits on a tabletop with a blurred shelf and plant in the background. At first the controller is unhandled; then a hand enters from the left and the index finger moves over the cluster of red face-buttons. The finger makes contact and presses the buttons while the thumb/other fingers brace along ... | helios | taxonomy_200000792_video_game_controller | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000075.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000075 |
A cardboard parcel sits on a tabletop and a strip of clear packing tape is laid along its top seam. Early on the tape strip already spans the box, then a person brings a tape dispenser and places it on the right edge. The hand grips the roll and unspools additional tape while pressing the adhesive onto the carton; the ... | helios | taxonomy_200000808_box_taping | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000076.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000076 |
A round shallow dish holds a bright yellow liquid that is being agitated beneath a central rotating spindle and a black upper housing. At the start a soft plume of vapor rises at the left and a diffuse yellow disk fills most of the dish; the spindle drives concentric swirl patterns. As the sequence continues the fluid ... | helios | taxonomy_200000816_smoke_machine | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000077.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000077 |
A hospital hallway fills with staff moving through a doorway toward and past the viewer. At the start a single nurse in blue scrubs is prominent walking forward from the door while a couple of people stand deeper in the doorway. Midway more clinicians appear from the room and from the corridor, passing each other and c... | helios | taxonomy_200000824_hospital_corridor_staff | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000078.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000078 |
A steady stream of water falls from a chrome faucet into a shallow basin, producing concentric ripples that grow and travel outward. At the start a small circular region of disturbed water and bright reflections sits over the drain; as the flow continues the disturbance deepens into a small, darker whirl around the dra... | helios | taxonomy_200000832_faucet_stream_on_off | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000079.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000079 |
A single person in black workout clothes moves from an upright, side-facing pose into a rear-facing lowered stance. At the start she stands tall with one arm extended outward and torso turned slightly; mid-sequence she pivots her shoulders and hips, brings her hands toward her waist, and shifts weight backward. As she ... | helios | taxonomy_200000848_dance_practice | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000080.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000080 |
A person manipulates a disposable face mask laid on a small tabletop pad. At the start the mask and its elastic loop lie mostly flat on the surface; the hands approach from the right and grasp the mask edge. Over time the hands slide and rotate the mask laterally, dragging the elastic so it changes from stretched acros... | helios | taxonomy_200000856_mask_strap_stretch | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000081.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000081 |
A hand guides a hot iron over a flattened piece of dough on an ironing surface. At the start the iron rests down on the dough, pressing and smoothing the sheet. As the clip progresses the iron is slid and lifted slightly, advancing across the pastry so the dough flattens and a small edge begins to curl. Midway the appl... | helios | taxonomy_200000864_ironing_steaming | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000082.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000082 |
A stand mixer whisks a pale yellow mixture inside a stainless steel bowl. At the start the beater sweeps through a partly separated mix with visible white streaks clinging to the bowl sides. As the machine runs the whisk blades rotate and plunge, lifting, folding and shearing the liquid so the yellow component spreads ... | helios | taxonomy_200000872_stand_mixer_rotation | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000083.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000083 |
A person in a short light dress starts seated on the floor beside a low bed, legs crossed and one hand resting on a knee while the other touches the tile. She reaches forward, transfers weight onto her hands, and uncrosses her legs. Midway she pushes the torso forward and up, planting both palms flat on the floor and l... | helios | taxonomy_200000880_sit_floor_get_up | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000084.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000084 |
A white squeeze bottle with a green nozzle dispenses a clear, viscous gel onto the back of a hand while a second hand spreads it. At the start a rounded bead of gel clings to the nozzle and a small glossy patch sits on the skin beneath. As the bottle tilts and more product is squeezed out, a thin thread of gel extends ... | helios | taxonomy_200000888_skincare_lotion | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000085.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000085 |
Thick pale batter is poured into a black frying pan, landing as a stacked spiral that builds a short, rounded coil at first. As more batter arrives the spiral layers pile and then collapse under their own weight, spreading outward across the pan and smoothing into a broad, shallow pool. The incoming ribbon of batter na... | helios | taxonomy_200000896_pancake_batter_pour | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000086.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000086 |
A person steadily lowers from an upright, toes-elevated stance into a deep squat and then onto their knees. They bend the knees and hips, draw their feet back and tuck them beneath the body while the torso leans forward; mid-sequence they bring both hands down and place palms on the floor to support weight. By the end ... | helios | taxonomy_200000904_kneel_crouch | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000087.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000087 |
A hand-held spreader scrapes and pushes a ring of foamy white material across a wooden board, starting as a thin spiral that reveals wood grain in the center. The implement repeatedly contacts the foam and drags it inward and around, turning the spiral into a broader, smoother puddle; the foam deforms, thickens into lo... | helios | taxonomy_200000912_soap_lather_spread | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000088.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000088 |
A single aquarium fish swims forward along the right-side glass, beginning with its tail and rear flanks visible as it presses against the back of the tank. The fish repeatedly flicks its tail and pivots its body, sliding toward the front edge of the glass; its ventral fins brush the tank bottom and the inner glass whi... | helios | taxonomy_200000920_aquarium_fish_feeding | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000089.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000089 |
A woman lies supine on a yoga mat and slowly lifts her upper torso in a controlled chest‑lift/bridge variation. At the start she rests with shoulders and upper back close to the mat and palms splayed beside her hips. As the sequence progresses she presses into her hands and forearms, contracting the chest and upper bac... | helios | taxonomy_200000928_yoga_stretch | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000090.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000090 |
A clear stream of water pours from the upper right into a shallow planting tray, first wetting a central patch of soil and then producing splashes and concentric ripples. Early on the soil is mostly dry with a small darkened puddle; as pouring continues the puddle spreads outward, wetting and covering more of the tray ... | helios | taxonomy_200000936_houseplant_watering | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000091.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000091 |
A clear soap or sanitizer pump sits on a shelf-front with the bottle nearly full. At first the pump is idle, then a thin filament of liquid emerges from the nozzle, stretching downward into a continuous narrow stream that occasionally forms a droplet at the tip. The filament lengthens and thins, then breaks into drops ... | helios | taxonomy_200000952_hand_sanitizer | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000092.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000092 |
A pair of metal scraping tools are manipulated in front of a tiled wall: a broad flat spatula held in one hand and a narrower knife-like blade in the other. At the start the spatula is held up and angled while the slim blade sits to the right; the person then rotates and shifts both tools so the narrow blade swings upw... | helios | taxonomy_200000960_fingerprint_on_glass | {
"temporal_dynamics": "progressive",
"physics_plausibility": 4
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000093.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000093 |
A front-loading washing machine is shown with its round glass door open at first and gradually swinging toward a more closed position. At the start the door is wide open, revealing the empty stainless-steel drum and its central hub with bright reflections. As the sequence progresses, the door rotates inward on its left... | helios | taxonomy_200000968_washing_machine_door_open_close | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000094.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000094 |
A person seated above a small sink pulls a black ankle sock onto their right foot. At the start they grip the toe portion with both hands and stretch the fabric over the toes; midway their hands move up the foot, smoothing the sock over the instep and heel while the foot flexes and rotates slightly. The sock is gradual... | helios | taxonomy_200000976_put_on_socks | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000095.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000095 |
A barefoot person in a grey t-shirt and dark pants walks down a short set of stairs into a narrow hallway. At the start they stand near the top step with one knee lifted; then they step forward, transferring weight down the stairs and onto a small floor mat. Midway through they stride onto the hallway floor, arms swing... | helios | taxonomy_200000984_climb_indoor_stairs | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000096.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000096 |
A person holds a black squeeze/roll tube with a green-and-white applicator and dispenses a white, viscous cream onto the back of the other hand. At the start a compact dollop sits near the knuckles; the tube head then presses and translates along the skin while more lotion is released. Midway the applicator scrubs and ... | helios | taxonomy_200000992_skincare_lotion | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000097.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000097 |
A strip of grey pencil or charcoal strokes lies beside a small yellow pad with a handful of black crumbly pigment nearby. A gold-handled pencil eraser enters and repeatedly presses and drags across the strokes and the pile, crushing the loose particles and smearing them into a darker, more continuous black patch that s... | helios | taxonomy_200001000_eraser_rub_pencil | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000098.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000098 |
A small brown dog investigates and chews a large crunchy treat placed on a metal table while a person steadies it. At the start the dog lowers its head, sniffs and holds the intact treat between its front paws and mouth. Midway it nips and pulls at the snack, shifting weight forward; the human hand rests on the dog’s b... | helios | taxonomy_200001008_dog_chew_toy | {
"temporal_dynamics": "progressive",
"physics_plausibility": 5
} | tar+hf://datasets/AppliedIntuitionResearch/ReMind_Data/data/helios/shard-00000.tar!000000099.mp4 | AppliedIntuitionResearch/ReMind_Data | data/helios/shard-00000.tar | 000000099 |
End of preview.
ReMind Dynamic-Memory Training Data
Dataset release for Teaching Video Generators to Remember: Eliciting Dynamic Memory for Out-of-Sight State Evolution.
This is a manifest-first release of generated and simulated video data used for ReMind training. It contains three source families:
- physics-filtered videos generated with Helios;
- pair-fixed InSpatio camera-augmentation videos; and
- Kubric camera-augmentation renders.
All released manifests use the production caption_v2 captions. These captions
describe scene content, physical dynamics, and temporal state changes without
encoding camera motion in text.
Release manifests
| Component | Released rows | Hugging Face data | Production caption_v2 manifest |
|---|---|---|---|
| Helios generated, physics-filtered | 1,027,329 | data/helios/shard-*.tar |
manifests/train_manifest_helios.jsonl.gz |
| InSpatio camera augmentation, pair-fixed | 265,945 | data/inspatio/shard-*.tar |
manifests/train_manifest_inspatio_pairfix.jsonl.gz |
| Kubric camera augmentation | 126,057 | data/kubric_camera_aug/shard-*.tar |
manifests/train_manifest_kubric_camera_aug.jsonl.gz |
The three manifests contain 1,419,331 released rows in total. The manifests are authoritative for the released subset.
The Helios, InSpatio, and Kubric camera-augmentation files use
WebDataset-style tar shards. Each sample has a zero-padded key and includes an
.mp4 video plus a .json annotation. Camera-conditioned samples additionally
include .camera.npz.
Depth, segmentation, and other non-release sidecars are excluded. In particular, the InSpatio release contains the generated RGB video and paired camera trajectory, but not depth videos or raw pipeline metadata.
Critical InSpatio pairing note
Only use
manifests/train_manifest_inspatio_pairfix.jsonl.gz. It corrects the
historical 8×32 shard-export transpose and keeps each packed video paired with
its own identity, caption, and DA3 camera trajectory. Do not substitute an
InSpatio manifest dated before 2026-07-16.
The pair-fixed manifest contains:
| Trajectory family | Rows |
|---|---|
| pan | 132,581 |
| loop | 93,658 |
| walk | 39,706 |
Each released InSpatio sample is self-contained: its .mp4 and .camera.npz
members refer to the same rendered clip.
Manifest schema
Every JSONL row includes at least:
video: atar+hf://datasets/...!memberreference into this repository;caption: the production motion- and physics-focusedcaption_v2;source: source-family identifier;id: stable sample identity; andcaption_v2_meta: caption audit and filtering metadata.
Depending on the source, rows may also contain fps, num_frames,
trajectory_profile, camera_npz, packed_tar_case_id, or other camera and
archive metadata. Consumers should preserve unknown fields rather than
projecting rows onto a smaller schema.
Representative caption_v2_meta fields include:
temporal_dynamics;physics_plausibilityfor generated Helios data; andn_moving_objectsfor simulated data.
Filtering policy
- Helios rows with low physics plausibility, static content, or unsuitable machine-cyclic motion were removed.
- InSpatio captions are inherited from their source clips after source mapping; camera geometry remains in separate pose fields.
- True-static simulation examples are removed, while camera-tour data is exempt from static-video filtering.
- Camera-motion instructions are scrubbed from captions because camera control is represented by camera metadata, not text.
Intended use
The dataset is intended for non-commercial research on video generation, world models, temporal dynamics, camera control, occlusion recovery, and out-of-sight state evolution. Captions and metadata are automatically produced and may contain errors. Users should audit samples for their application and follow the terms of every underlying media source.
License
See LICENSE. ReMind-authored caption_v2 annotations, filtering/audit
metadata, and manifest arrangement are available under CC BY-NC 4.0.
Underlying videos and third-party metadata are not relicensed and remain under
their respective source terms.
Citation
@article{xu2026teaching,
title={Teaching Video Generators to Remember: Eliciting Dynamic Memory for Out-of-Sight State Evolution},
author={Xu, Tianshuo and Xie, Yichen and Meng, Depu and Peng, Chensheng and Herau, Quentin and Jiang, Bo and Hu, Yihan and Zhan, Wei},
journal={arXiv preprint arXiv:2605.25333},
year={2026}
}
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