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Page 001 / 010 · 15 of 150 samples (sorted by id)

Each unit shows the 4 event-trigger modes for one Ego4D source clip. Inside each mode row: source, GT target, and the 4 method outputs, each annotated with its own VLM scores (Edit quality, Visual quality, BG consistency, and Total). The red border highlights the event window; use "Go to event start" to jump a video to its trigger frame.

Videos on this page are compressed for the web. Download the full benchmark ↓ — all videos, method outputs, and annotations (JSON + CSV).

0040b038d99954df985be2cfe68610a5_event14_p1

GT edit prompt: Change the shirt to a charcoal-gray fire-resistant jumpsuit with welded seam lines, preserving the sleeve length and shoulder posture.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: Trigger changing my shirt to a charcoal-gray fire-resistant jumpsuit with welded seam lines, preserving the sleeve length and shoulder posture, after I place a nail on the wall.

Before event: 12 frames (0.00s – 0.75s)  ·  Event: 12 frames (0.75s – 1.50s)  ·  After event: 57 frames (1.50s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Once I adjust the placement of the power drill on the floor mat, change the shirt to a charcoal-gray fire-resistant jumpsuit with welded seam lines, preserving the sleeve length and shoulder posture.

Before event: 12 frames (0.00s – 0.75s)  ·  Event: 12 frames (0.75s – 1.50s)  ·  After event: 57 frames (1.50s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Trigger changing my shirt to a charcoal-gray fire-resistant jumpsuit with welded seam lines, preserving the sleeve length and shoulder posture, after I place a nail on the wall. After I remove my safety goggles and place them on the stool beside me, add a small cat walking across the floor, its tail flicking near the person’s knee while maintaining natural lighting and shadows.

Before event: 12 frames (0.00s – 0.75s)  ·  Event: 12 frames (0.75s – 1.50s)  ·  After event: 57 frames (1.50s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Once I adjust the placement of the power drill on the floor mat, change the shirt to a charcoal-gray fire-resistant jumpsuit with welded seam lines, preserving the sleeve length and shoulder posture. After I remove my safety goggles and place them on the stool beside me, add a small cat walking across the floor, its tail flicking near the person’s knee while maintaining natural lighting and shadows.

Before event: 12 frames (0.00s – 0.75s)  ·  Event: 12 frames (0.75s – 1.50s)  ·  After event: 57 frames (1.50s – 5.06s)

00c80e12b2481b664e2047e1b69e873f_event2_p0

GT edit prompt: Add a matte black wristband with a glowing blue pulse line to the left wrist, casting a soft shadow onto the forearm.

Single Positive

Source

GT Target

EgoEdit

Edit 2.2Visual 2.2BG 2.2Total 6.8

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: After you move your left leg forward, add a matte black wristband with a glowing blue pulse line to your left wrist, casting a soft shadow onto your forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 25 frames (0.50s – 2.06s)  ·  After event: 48 frames (2.06s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 2.0Visual 2.0BG 2.0Total 6.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: As soon as I adjust my right shoe lace while standing still, add a matte black wristband with a glowing blue pulse line to the left wrist, casting a soft shadow onto the forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 25 frames (0.50s – 2.06s)  ·  After event: 48 frames (2.06s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.5Visual 1.5BG 0.0Total 3.0

Event prompt: Once I place my right hand on the grassy edge beside the path, change the background to a lush green park with scattered trees and sunlight filtering through, keeping the person and sidewalk unchanged. After you move your left leg forward, add a matte black wristband with a glowing blue pulse line to your left wrist, casting a soft shadow onto your forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 25 frames (0.50s – 2.06s)  ·  After event: 48 frames (2.06s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 2.0Visual 2.0BG 2.0Total 6.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.0Visual 1.0BG 1.0Total 3.0

Event prompt: Once I place my right hand on the grassy edge beside the path, change the background to a lush green park with scattered trees and sunlight filtering through, keeping the person and sidewalk unchanged. As soon as I adjust my right shoe lace while standing still, add a matte black wristband with a glowing blue pulse line to the left wrist, casting a soft shadow onto the forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 25 frames (0.50s – 2.06s)  ·  After event: 48 frames (2.06s – 5.06s)

014bf5e12d3678d30213e2a927e4f69b_event1_p0

GT edit prompt: Transform the crumpled plastic into a cluster of translucent jellyfish that float just above the palm, still holding the bag’s shape.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Only after I open the polythene bag should the crumpled plastic transform into a cluster of translucent jellyfish that float just above my palm, still holding the bag’s shape.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 42 frames (0.31s – 2.94s)  ·  After event: 34 frames (2.94s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Right after I wipe the kitchen counter with a cloth, transform the crumpled plastic into a cluster of translucent jellyfish that float just above the palm, still holding the bag’s shape.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 42 frames (0.31s – 2.94s)  ·  After event: 34 frames (2.94s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 3.0Total 6.0

Event prompt: Only after I open the polythene bag should the crumpled plastic transform into a cluster of translucent jellyfish that float just above my palm, still holding the bag’s shape. As soon as I open the microwave door, introduce soft golden hour sunlight streaming through the window, creating warm highlights on the countertop and floor. When I twist the water dispenser handle to pour water, change the color of the yellow mixer to matte black while maintaining its shape and surface texture.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 42 frames (0.31s – 2.94s)  ·  After event: 34 frames (2.94s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Right after I wipe the kitchen counter with a cloth, transform the crumpled plastic into a cluster of translucent jellyfish that float just above the palm, still holding the bag’s shape. As soon as I open the microwave door, introduce soft golden hour sunlight streaming through the window, creating warm highlights on the countertop and floor. When I twist the water dispenser handle to pour water, change the color of the yellow mixer to matte black while maintaining its shape and surface texture.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 42 frames (0.31s – 2.94s)  ·  After event: 34 frames (2.94s – 5.06s)

048377d26df9ff9f217cc4b89b50045d_event0_p2

GT edit prompt: Change the decoration’s material to iridescent mother-of-pearl with fine concentric grooves catching the sunlight exactly as before.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 3.0Total 6.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.5BG 3.0Total 7.5

Event prompt: If and when I place a decoration on the window frame, change the decoration’s material to iridescent mother-of-pearl with fine concentric grooves catching the sunlight exactly as before.

Before event: 16 frames (0.00s – 1.00s)  ·  Event: 41 frames (1.00s – 3.56s)  ·  After event: 24 frames (3.56s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Right after I adjust the position of the book stack on the window sill, change the decoration’s material to iridescent mother-of-pearl with fine concentric grooves catching the sunlight exactly as before.

Before event: 16 frames (0.00s – 1.00s)  ·  Event: 41 frames (1.00s – 3.56s)  ·  After event: 24 frames (3.56s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 3.0Total 6.0

VLM-guided

Edit 1.5Visual 1.5BG 3.0Total 6.0

EgoPlay

Edit 2.0Visual 2.5BG 3.0Total 7.5

EgoPlay-Causal

Edit 1.5Visual 3.0BG 3.0Total 7.5

Event prompt: If and when I place a decoration on the window frame, change the decoration’s material to iridescent mother-of-pearl with fine concentric grooves catching the sunlight exactly as before. Immediately after I wipe a small smudge from the glass pane with my thumb, add a faint afterimage of the fan’s movement behind the hand, suggesting it was just flipped open.

Before event: 16 frames (0.00s – 1.00s)  ·  Event: 41 frames (1.00s – 3.56s)  ·  After event: 24 frames (3.56s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 2.0Visual 2.0BG 2.0Total 6.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Right after I adjust the position of the book stack on the window sill, change the decoration’s material to iridescent mother-of-pearl with fine concentric grooves catching the sunlight exactly as before. Immediately after I wipe a small smudge from the glass pane with my thumb, add a faint afterimage of the fan’s movement behind the hand, suggesting it was just flipped open.

Before event: 16 frames (0.00s – 1.00s)  ·  Event: 41 frames (1.00s – 3.56s)  ·  After event: 24 frames (3.56s – 5.06s)

04e2cfe6daf3d44dae5f34d55e0c3fda_event14_p0

GT edit prompt: Change the green capsicum piece's material to matte volcanic stone with fine pitted texture, keeping its shape and position intact.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: As soon as I pick a green capsicum piece from the chopping board is finished, change its material to matte volcanic stone with fine pitted texture, keeping its shape and position intact.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 47 frames (0.31s – 3.25s)  ·  After event: 29 frames (3.25s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Immediately after I wipe the cutting board with a cloth, change the green capsicum piece's material to matte volcanic stone with fine pitted texture, keeping its shape and position intact.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 47 frames (0.31s – 3.25s)  ·  After event: 29 frames (3.25s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 3.0Total 6.0

Event prompt: As soon as I lift the pot from the stove, transform the green capsicum pieces on the cutting board into glowing jelly-like segments, maintaining their original arrangement. As soon as I pick a green capsicum piece from the chopping board is finished, change its material to matte volcanic stone with fine pitted texture, keeping its shape and position intact.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 47 frames (0.31s – 3.25s)  ·  After event: 29 frames (3.25s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: As soon as I lift the pot from the stove, transform the green capsicum pieces on the cutting board into glowing jelly-like segments, maintaining their original arrangement. Immediately after I wipe the cutting board with a cloth, change the green capsicum piece's material to matte volcanic stone with fine pitted texture, keeping its shape and position intact.

Before event: 5 frames (0.00s – 0.31s)  ·  Event: 47 frames (0.31s – 3.25s)  ·  After event: 29 frames (3.25s – 5.06s)

05746749e131ad71160e92f2102c8303_event3_p1

GT edit prompt: Add a small brown sparrow hopping onto the edge of the white plate, pecking gently at a stray seed near your left thumb.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: As soon as I put the rhinestone on the fabric on the table with the pin in my right hand is finished, add a small brown sparrow hopping onto the edge of the white plate, pecking gently at a stray seed near my left thumb.

Before event: 25 frames (0.00s – 1.56s)  ·  Event: 42 frames (1.56s – 4.19s)  ·  After event: 14 frames (4.19s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: After I pick up the metal bowl filled with rhinestones from the floor, add a small brown sparrow hopping onto the edge of the white plate, pecking gently at a stray seed near your left thumb.

Before event: 25 frames (0.00s – 1.56s)  ·  Event: 42 frames (1.56s – 4.19s)  ·  After event: 14 frames (4.19s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: Once I adjust the edge of the orange saree around my legs with my left hand, remove the small metal bowl filled with black beads from the right side of the frame, restoring the red floor surface where it was resting. As soon as I put the rhinestone on the fabric on the table with the pin in my right hand is finished, add a small brown sparrow hopping onto the edge of the white plate, pecking gently at a stray seed near my left thumb. After I press the button on a nearby mobile phone with my thumb, change the white plate to a transparent glass plate with subtle reflections, keeping the same shape and beads on it.

Before event: 25 frames (0.00s – 1.56s)  ·  Event: 42 frames (1.56s – 4.19s)  ·  After event: 14 frames (4.19s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Once I adjust the edge of the orange saree around my legs with my left hand, remove the small metal bowl filled with black beads from the right side of the frame, restoring the red floor surface where it was resting. After I pick up the metal bowl filled with rhinestones from the floor, add a small brown sparrow hopping onto the edge of the white plate, pecking gently at a stray seed near your left thumb. After I press the button on a nearby mobile phone with my thumb, change the white plate to a transparent glass plate with subtle reflections, keeping the same shape and beads on it.

Before event: 25 frames (0.00s – 1.56s)  ·  Event: 42 frames (1.56s – 4.19s)  ·  After event: 14 frames (4.19s – 5.06s)

0710e8ece0d33bb6e35c699d0b68cf8f_event5_p0

GT edit prompt: Add swirling indigo runes that glow faintly along the edges of the lawnmower’s orange casing, casting soft pulses on the concrete.

Single Positive

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: After you put the hammer on the floor, add swirling indigo runes that glow faintly along the edges of the lawnmower’s orange casing, casting soft pulses on the concrete.

Before event: 17 frames (0.00s – 1.06s)  ·  Event: 24 frames (1.06s – 2.56s)  ·  After event: 40 frames (2.56s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: Right after I lift the lawn mower’s engine cover with my left hand, add swirling indigo runes that glow faintly along the edges of the lawnmower’s orange casing, casting soft pulses on the concrete.

Before event: 17 frames (0.00s – 1.06s)  ·  Event: 24 frames (1.06s – 2.56s)  ·  After event: 40 frames (2.56s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: After you put the hammer on the floor, add swirling indigo runes that glow faintly along the edges of the lawnmower’s orange casing, casting soft pulses on the concrete. When I slide the plastic bag over to the opposite side of the floor, transform the person into a cyborg version of themselves, keeping the same kneeling pose and tools, with metallic limbs and glowing circuit patterns on their hands. Immediately after I set the socket wrench inside the tool tray on the lawn mower, add a pair of safety goggles resting on the person's head, positioned above their forehead with a clean, natural fit.

Before event: 17 frames (0.00s – 1.06s)  ·  Event: 24 frames (1.06s – 2.56s)  ·  After event: 40 frames (2.56s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Right after I lift the lawn mower’s engine cover with my left hand, add swirling indigo runes that glow faintly along the edges of the lawnmower’s orange casing, casting soft pulses on the concrete. When I slide the plastic bag over to the opposite side of the floor, transform the person into a cyborg version of themselves, keeping the same kneeling pose and tools, with metallic limbs and glowing circuit patterns on their hands. Immediately after I set the socket wrench inside the tool tray on the lawn mower, add a pair of safety goggles resting on the person's head, positioned above their forehead with a clean, natural fit.

Before event: 17 frames (0.00s – 1.06s)  ·  Event: 24 frames (1.06s – 2.56s)  ·  After event: 40 frames (2.56s – 5.06s)

07753f48aea2057f7c8ed37a21cafb83_event1_p2

GT edit prompt: Insert a small glass jar of lavender sprigs on the edge of the ironing board’s left side, casting a faint shadow.

Single Positive

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: After I drop the electric iron in the holder, insert a small glass jar of lavender sprigs on the edge of the ironing board’s left side, casting a faint shadow.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: After I pick up the white face mask from the red ironing board, insert a small glass jar of lavender sprigs on the edge of the ironing board’s left side, casting a faint shadow.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: When I lift the green utility basket from the floor, after the event, add a small gray cat sitting on the floor near the person’s foot, looking up at the iron. After I drop the electric iron in the holder, insert a small glass jar of lavender sprigs on the edge of the ironing board’s left side, casting a faint shadow.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: When I lift the green utility basket from the floor, after the event, add a small gray cat sitting on the floor near the person’s foot, looking up at the iron. After I pick up the white face mask from the red ironing board, insert a small glass jar of lavender sprigs on the edge of the ironing board’s left side, casting a faint shadow.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

081bd0b52585a88901f22c6b805a6a15_event0_p0

GT edit prompt: Transform the toy disc in my right hand into polished obsidian with subtle metallic flecks, preserving its exact shape and position.

Single Positive

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: When I move my hand, transform the toy disc in my right hand into polished obsidian with subtle metallic flecks, preserving its exact shape and position.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 30 frames (1.12s – 3.00s)  ·  After event: 33 frames (3.00s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: When I adjust the strap of my shoe, transform the toy disc in my right hand into polished obsidian with subtle metallic flecks, preserving its exact shape and position.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 30 frames (1.12s – 3.00s)  ·  After event: 33 frames (3.00s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.8BG 1.5Total 4.8

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: When I place the toy disc into my pocket, add crackling electricity crackling around the toy disc, emitting faint blue light along the edges. As soon as I tap the leash against my leg to call the dog, add a single fallen autumn leaf resting on the pavement beside the dog's front paw. When I move my hand, transform the toy disc in my right hand into polished obsidian with subtle metallic flecks, preserving its exact shape and position.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 30 frames (1.12s – 3.00s)  ·  After event: 33 frames (3.00s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.7BG 0.7Total 1.3

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: When I place the toy disc into my pocket, add crackling electricity crackling around the toy disc, emitting faint blue light along the edges. As soon as I tap the leash against my leg to call the dog, add a single fallen autumn leaf resting on the pavement beside the dog's front paw. When I adjust the strap of my shoe, transform the toy disc in my right hand into polished obsidian with subtle metallic flecks, preserving its exact shape and position.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 30 frames (1.12s – 3.00s)  ·  After event: 33 frames (3.00s – 5.06s)

082e84a3decf5245a2c97f9fda61254c_event1_p1

GT edit prompt: Add faint glowing blue circuit-like energy pulses radiating from the tablet’s edges, softly illuminating the denim fabric and casting subtle electric辉光 on the pillow beside it.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: When I place the tablet on my lap happens, add faint glowing blue circuit-like energy pulses radiating from the tablet’s edges, softly illuminating the denim fabric and casting subtle electric辉光 on the pillow beside it.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 45 frames (1.12s – 3.94s)  ·  After event: 18 frames (3.94s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.7BG 0.7Total 1.3

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: Once I set the tablet on the coffee table beside the couch, add faint glowing blue circuit-like energy pulses radiating from the tablet’s edges, softly illuminating the denim fabric and casting subtle electric辉光 on the pillow beside it.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 45 frames (1.12s – 3.94s)  ·  After event: 18 frames (3.94s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.8BG 1.8Total 5.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.5BG 2.5Total 7.2

Event prompt: Right after I hand the tablet to the person sitting in the dining chair, change the material of the tablet's casing to brushed metal, keeping its size, shape, and position unchanged. When I place the tablet on my lap happens, add faint glowing blue circuit-like energy pulses radiating from the tablet’s edges, softly illuminating the denim fabric and casting subtle electric辉光 on the pillow beside it.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 45 frames (1.12s – 3.94s)  ·  After event: 18 frames (3.94s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.3BG 0.3Total 0.7

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 1.0Visual 1.0BG 1.0Total 3.0

EgoPlay-Causal

Edit 0.0Visual 0.7BG 0.7Total 1.3

Event prompt: Right after I hand the tablet to the person sitting in the dining chair, change the material of the tablet's casing to brushed metal, keeping its size, shape, and position unchanged. Once I set the tablet on the coffee table beside the couch, add faint glowing blue circuit-like energy pulses radiating from the tablet’s edges, softly illuminating the denim fabric and casting subtle electric辉光 on the pillow beside it.

Before event: 18 frames (0.00s – 1.12s)  ·  Event: 45 frames (1.12s – 3.94s)  ·  After event: 18 frames (3.94s – 5.06s)

0beb98a4b2cd7a5722354230f9b4ea9e_event1_p3

GT edit prompt: Add a silver chain-link bracelet to the right wrist, glinting subtly under the sink light with a soft shadow cast onto the forearm.

Single Positive

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: After the conclusion of picking up a sponge from the counter, add a silver chain-link bracelet to my right wrist, glinting subtly under the sink light with a soft shadow cast onto my forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 32 frames (0.50s – 2.50s)  ·  After event: 41 frames (2.50s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Immediately after I pick up the knife from the cutting board, add a silver chain-link bracelet to the right wrist, glinting subtly under the sink light with a soft shadow cast onto the forearm.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 32 frames (0.50s – 2.50s)  ·  After event: 41 frames (2.50s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: When I open the cabinet door below the sink, after the person turns on the faucet, a silver chain-link bracelet appears on the right wrist, the tray changes to a polished marble surface, and raindrops begin to streak down the window behind the sink. After the conclusion of picking up a sponge from the counter, add a silver chain-link bracelet to my right wrist, glinting subtly under the sink light with a soft shadow cast onto my forearm. Once I adjust the position of the dish rack beside the sink, after the person washes the tray, the yellow sponge disappears completely from the countertop, leaving no trace behind.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 32 frames (0.50s – 2.50s)  ·  After event: 41 frames (2.50s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: When I open the cabinet door below the sink, after the person turns on the faucet, a silver chain-link bracelet appears on the right wrist, the tray changes to a polished marble surface, and raindrops begin to streak down the window behind the sink. Immediately after I pick up the knife from the cutting board, add a silver chain-link bracelet to the right wrist, glinting subtly under the sink light with a soft shadow cast onto the forearm. Once I adjust the position of the dish rack beside the sink, after the person washes the tray, the yellow sponge disappears completely from the countertop, leaving no trace behind.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 32 frames (0.50s – 2.50s)  ·  After event: 41 frames (2.50s – 5.06s)

0ca5b786a9b0ca51d7bb2130ed0b017e_event0_p3

GT edit prompt: Restyle the entire image as a high-contrast charcoal sketch with heavy smudged shadows and white highlight strokes, preserving all spatial details.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: Once you detect passing the leaf blower from your left hand to your right hand, restyle the entire image as a high-contrast charcoal sketch with heavy smudged shadows and white highlight strokes, preserving all spatial details.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 26 frames (0.50s – 2.12s)  ·  After event: 47 frames (2.12s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.3BG 0.0Total 0.3

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: Immediately after I wipe my forehead with the back of my left hand, restyle the entire image as a high-contrast charcoal sketch with heavy smudged shadows and white highlight strokes, preserving all spatial details.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 26 frames (0.50s – 2.12s)  ·  After event: 47 frames (2.12s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: Once you detect passing the leaf blower from your left hand to your right hand, restyle the entire image as a high-contrast charcoal sketch with heavy smudged shadows and white highlight strokes, preserving all spatial details. Immediately after I adjust the strap of my backpack on my right shoulder, after the scene, replace the concrete surface with polished marble and add streaks of golden light across the pavement.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 26 frames (0.50s – 2.12s)  ·  After event: 47 frames (2.12s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.0Visual 1.0BG 1.0Total 3.0

Event prompt: Immediately after I wipe my forehead with the back of my left hand, restyle the entire image as a high-contrast charcoal sketch with heavy smudged shadows and white highlight strokes, preserving all spatial details. Immediately after I adjust the strap of my backpack on my right shoulder, after the scene, replace the concrete surface with polished marble and add streaks of golden light across the pavement.

Before event: 8 frames (0.00s – 0.50s)  ·  Event: 26 frames (0.50s – 2.12s)  ·  After event: 47 frames (2.12s – 5.06s)

0cc853df5013c6030b62e4e08be4124d_event1_p0

GT edit prompt: Replace the caliper bracket with a hollow ceramic mask shaped like a fox, same size and held in my hands, with matte texture and painted eyes.

Single Positive

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Once I have finished turning the caliper bracket with both hands, replace it with a hollow ceramic mask shaped like a fox, same size and held in my hands, with matte texture and painted eyes.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 2.0Visual 2.0BG 2.0Total 6.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: When I wipe the green bin lid with the red cloth, replace the caliper bracket with a hollow ceramic mask shaped like a fox, same size and held in my hands, with matte texture and painted eyes.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Once I pick up the screwdriver and place it on the ground, transform the caliper bracket into a hollow ceramic mask shaped like a fox, maintaining its size and position in the hands with a matte finish and painted eyes. Once I have finished turning the caliper bracket with both hands, replace it with a hollow ceramic mask shaped like a fox, same size and held in my hands, with matte texture and painted eyes.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 1.0Visual 1.0BG 1.0Total 3.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 2.0Visual 2.0BG 2.0Total 6.0

EgoPlay-Causal

Edit 2.0Visual 2.0BG 2.0Total 6.0

Event prompt: Once I pick up the screwdriver and place it on the ground, transform the caliper bracket into a hollow ceramic mask shaped like a fox, maintaining its size and position in the hands with a matte finish and painted eyes. When I wipe the green bin lid with the red cloth, replace the caliper bracket with a hollow ceramic mask shaped like a fox, same size and held in my hands, with matte texture and painted eyes.

Before event: 11 frames (0.00s – 0.69s)  ·  Event: 50 frames (0.69s – 3.81s)  ·  After event: 20 frames (3.81s – 5.06s)

0ce3edbaa42fc2bea9ba016fd50236ea_event1_p3

GT edit prompt: Replace the gravel yard background with a desert canyon at sunset, keeping the machine’s cage and your legs perfectly unchanged in framing and scale.

Single Positive

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: Upon raising the blade, replace the gravel yard background with a desert canyon at sunset, keeping the machine’s cage and my legs perfectly unchanged in framing and scale.

Before event: 41 frames (0.00s – 2.56s)  ·  Event: 31 frames (2.56s – 4.50s)  ·  After event: 9 frames (4.50s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 2.0Visual 2.0BG 2.0Total 6.0

EgoPlay-Causal

Edit 0.0Visual 0.0BG 0.0Total 0.0

Event prompt: Once I adjust the seat position with the lever under my thigh, replace the gravel yard background with a desert canyon at sunset, keeping the machine’s cage and your legs perfectly unchanged in framing and scale.

Before event: 41 frames (0.00s – 2.56s)  ·  Event: 31 frames (2.56s – 4.50s)  ·  After event: 9 frames (4.50s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 1.5BG 1.5Total 4.5

VLM-guided

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay

Edit 2.2Visual 2.2BG 2.2Total 6.8

EgoPlay-Causal

Edit 2.2Visual 2.2BG 2.2Total 6.8

Event prompt: Upon raising the blade, replace the gravel yard background with a desert canyon at sunset, keeping the machine’s cage and my legs perfectly unchanged in framing and scale. After I reach over to turn on the amber warning light switch, remove the gravel beneath the machine, replacing it with a smooth asphalt surface while keeping the operator and vehicle intact. Once I wipe a smudge off the control panel with my thumb, change the lighting to evening twilight, with a soft purple glow on the horizon and shadows extending across the frame. Right after I remove my left hand from the joystick to scratch my nose, replace the gravel ground with red sand and alter the sky to an overcast dusk, enhancing the overall scene with muted, golden light.

Before event: 41 frames (0.00s – 2.56s)  ·  Event: 31 frames (2.56s – 4.50s)  ·  After event: 9 frames (4.50s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 0.0Visual 0.0BG 0.0Total 0.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 1.0Visual 1.0BG 1.0Total 3.0

EgoPlay-Causal

Edit 1.0Visual 1.0BG 1.0Total 3.0

Event prompt: Once I adjust the seat position with the lever under my thigh, replace the gravel yard background with a desert canyon at sunset, keeping the machine’s cage and your legs perfectly unchanged in framing and scale. After I reach over to turn on the amber warning light switch, remove the gravel beneath the machine, replacing it with a smooth asphalt surface while keeping the operator and vehicle intact. Once I wipe a smudge off the control panel with my thumb, change the lighting to evening twilight, with a soft purple glow on the horizon and shadows extending across the frame. Right after I remove my left hand from the joystick to scratch my nose, replace the gravel ground with red sand and alter the sky to an overcast dusk, enhancing the overall scene with muted, golden light.

Before event: 41 frames (0.00s – 2.56s)  ·  Event: 31 frames (2.56s – 4.50s)  ·  After event: 9 frames (4.50s – 5.06s)

0e4ddd5ae2378b87a7315883b3005c79_event0_p0

GT edit prompt: Render the entire scene as a vintage comic book with bold halftone dots and hand-inked line work, preserving all objects and positions.

Single Positive

Source

GT Target

EgoEdit

Edit 1.0Visual 1.0BG 1.0Total 3.0

VLM-guided

Edit 1.0Visual 1.0BG 1.0Total 3.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 3.0Visual 3.0BG 3.0Total 9.0

Event prompt: Following I click on the tablet, render the entire scene as a vintage comic book with bold halftone dots and hand-inked line work, preserving all objects and positions.

Before event: 0 frames (0.00s – 0.00s)  ·  Event: 32 frames (0.00s – 2.00s)  ·  After event: 49 frames (2.00s – 5.06s)

Single Negative

Source

GT Target

EgoEdit

Edit 3.0Visual 3.0BG 3.0Total 9.0

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: After I tap the red pen on the table, render the entire scene as a vintage comic book with bold halftone dots and hand-inked line work, preserving all objects and positions.

Before event: 0 frames (0.00s – 0.00s)  ·  Event: 32 frames (0.00s – 2.00s)  ·  After event: 49 frames (2.00s – 5.06s)

Multiple Positive and Negative

Source

GT Target

EgoEdit

Edit 2.0Visual 2.3BG 2.3Total 6.7

VLM-guided

Edit 1.0Visual 1.0BG 1.0Total 3.0

EgoPlay

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay-Causal

Edit 1.0Visual 1.0BG 1.0Total 3.0

Event prompt: Immediately after I wipe dust off the tablet screen with my thumb, add swirling golden particles forming a soft aura around the tablet, enhancing the visual energy without altering any objects. Following I click on the tablet, render the entire scene as a vintage comic book with bold halftone dots and hand-inked line work, preserving all objects and positions.

Before event: 0 frames (0.00s – 0.00s)  ·  Event: 32 frames (0.00s – 2.00s)  ·  After event: 49 frames (2.00s – 5.06s)

Multiple Negative

Source

GT Target

EgoEdit

Edit 1.5Visual 2.0BG 2.0Total 5.5

VLM-guided

Edit 3.0Visual 3.0BG 3.0Total 9.0

EgoPlay

Edit 1.5Visual 1.5BG 1.5Total 4.5

EgoPlay-Causal

Edit 1.5Visual 1.5BG 1.5Total 4.5

Event prompt: Immediately after I wipe dust off the tablet screen with my thumb, add swirling golden particles forming a soft aura around the tablet, enhancing the visual energy without altering any objects. After I tap the red pen on the table, render the entire scene as a vintage comic book with bold halftone dots and hand-inked line work, preserving all objects and positions.

Before event: 0 frames (0.00s – 0.00s)  ·  Event: 32 frames (0.00s – 2.00s)  ·  After event: 49 frames (2.00s – 5.06s)