Datasets:

zyfenghit
/

dancegrpo-t2av

prompt stringlengths 12 321	images listlengths 1 1
Features a woman in a blue dress and a necklace, who appears to be conducting an interview or reporting from an outdoor location.	[ "images/010972.jpg" ]
Features a man speaking to the camera while wearing a grey suit and a red tie.	[ "images/014751.jpg" ]
Features a man wearing a red and black cycling outfit, helmet, and sunglasses, kneeling next to a red bicycle with black tires.	[ "images/014655.jpg" ]
Features a man with long, curly hair and a full beard, wearing a black and white checkered shirt over a black t-shirt.	[ "images/014693.jpg" ]
Features a woman standing in front of a large screen displaying various images, possibly related to fashion or art.	[ "images/018745.jpg" ]
A man is seen standing next to a boat and opening a black bag.	[ "images/002717.jpg" ]
Features a man standing outside, wearing a white t-shirt and black gloves.	[ "images/000872.jpg" ]
A woman is seen sitting at a table with various craft supplies and materials laid out in front of her.	[ "images/004108.jpg" ]
Shows a man sitting at a table with a bunch of small toys scattered around him.	[ "images/014552.jpg" ]
Features a man standing outside with a large rifle.	[ "images/011369.jpg" ]
Features a woman with long blonde hair who is standing indoors, possibly in a living room or bedroom.	[ "images/010600.jpg" ]
Features a man with long, wet dreadlocks wearing a green t-shirt with a cartoon character on it.	[ "images/009385.jpg" ]
Features a woman standing on a rocky beach with the ocean waves crashing behind her.	[ "images/006695.jpg" ]
Shows a man wearing a brown cap and a hoodie, standing in a dark environment. He appears to be holding a fishing rod or some other equipment, as he is looking off into the distance.	[ "images/027215.jpg" ]
Shows a group of people walking outside a wooden structure, possibly a house or a hut.	[ "images/024848.jpg" ]
Shows a man wearing glasses and a blue sweater standing in a room with a fish tank behind him.	[ "images/025525.jpg" ]
Shows a man standing inside a car, holding a tool and looking at it.	[ "images/014330.jpg" ]
Features a woman who is interacting with a parrot.	[ "images/011330.jpg" ]
Shows a man performing a balancing act on a tightrope.	[ "images/025919.jpg" ]
Depicts a man and a woman standing inside an attic space, engaged in a conversation.	[ "images/006098.jpg" ]
Shows a man playing cricket on a field.	[ "images/006537.jpg" ]
Shows a man standing next to a car with its hood open, revealing the engine.	[ "images/019527.jpg" ]
Features a man standing in front of a black sports car with red accents.	[ "images/024979.jpg" ]
Features a man standing against a plain, light purple background.	[ "images/001554.jpg" ]
A man is seen working on the exterior of a house.	[ "images/008126.jpg" ]
Shows a man standing in a forested area, wearing a black helmet and black clothing.	[ "images/023665.jpg" ]
Features a young man with a short beard and mustache, wearing a black shirt.	[ "images/010215.jpg" ]
Features a weatherman standing in front of a large screen displaying a map of the southeastern United States.	[ "images/007017.jpg" ]
Features a woman with short hair wearing a denim jacket and a white shirt with green stripes.	[ "images/005405.jpg" ]
Features a woman with long blonde hair who is demonstrating how to apply makeup.	[ "images/007295.jpg" ]
Features a woman standing in front of a bar with various bottles and glasses behind her. She is wearing a pink dress with a floral pattern and has long, dark hair.	[ "images/019219.jpg" ]
Shows a man wearing a red hat and blue jacket standing next to a car.	[ "images/012411.jpg" ]
Shows a man standing on a balance beam in a room with a wooden floor. He is wearing a red shirt and gray pants, and he appears to be balancing himself on the beam.	[ "images/003057.jpg" ]
Begins with a man holding a microphone, speaking to the camera.	[ "images/006404.jpg" ]
Features a young man sitting in an office environment, likely a home office or a small workspace.	[ "images/013745.jpg" ]
Shows a young woman sitting at a dining table, eating a meal.	[ "images/026103.jpg" ]
Features a man wearing a green hoodie and a black beanie, standing inside a room with a fireplace visible in the background.	[ "images/026174.jpg" ]
Features a man sitting in front of a microphone, likely in a recording studio or podcast setup.	[ "images/013485.jpg" ]
Features a man standing in front of a car with its hood open, likely in a garage or workshop setting.	[ "images/002566.jpg" ]
Features a man standing in a modern kitchen, preparing food.	[ "images/005539.jpg" ]
Features a man standing on a dirt track with his bike, wearing a helmet and a black shirt with red accents.	[ "images/006240.jpg" ]
Shows a man wearing a white hard hat and a yellow safety vest standing on a bridge.	[ "images/017377.jpg" ]
Features a man standing in what appears to be a public space, possibly a hallway or corridor.	[ "images/008865.jpg" ]
Features a man walking towards a classic black car parked inside a showroom.	[ "images/025207.jpg" ]
Features a woman standing outdoors at night, wearing a red top and black pants.	[ "images/009697.jpg" ]
Features a man standing next to a large RV, which is parked on a grassy field.	[ "images/000507.jpg" ]
Shows two men standing outside a building.	[ "images/007094.jpg" ]
Features a man standing on stage, holding a microphone and speaking to an audience.	[ "images/015478.jpg" ]
Features two animated characters standing in a room with ornate wallpaper and a wooden floor.	[ "images/002879.jpg" ]
Features a young man standing in a room, speaking to the camera.	[ "images/021281.jpg" ]
A man is seen in a kitchen, wearing a black shirt and black gloves.	[ "images/022393.jpg" ]
We see a man standing on a boat in a lake.	[ "images/002055.jpg" ]
Features two men standing outside, with one of them wearing a helmet and holding a skateboard.	[ "images/007903.jpg" ]
A young man is standing behind a white table in a room with two windows on either side of him.	[ "images/019695.jpg" ]
Features a man standing in front of a large machine, which appears to be some sort of industrial equipment or machinery.	[ "images/024732.jpg" ]
Shows a man sitting inside a car, adjusting the sunroof.	[ "images/008705.jpg" ]
Shows a man wearing a green and yellow beanie and a black jacket with green accents walking through a large indoor space, possibly a warehouse or a convention center. The man appears to be looking around, possibly searching for something or someone.	[ "images/025789.jpg" ]
Shows a woman standing in a wooded area, holding a stick in her hands.	[ "images/004161.jpg" ]
Shows a woman standing on the side of a boat, wearing sunglasses and a black shirt with pink shorts.	[ "images/000885.jpg" ]
A woman is seen sitting on a bed with her hands up and speaking to the camera.	[ "images/011496.jpg" ]
Features a man standing on a soccer field, leaning against a goalpost.	[ "images/007782.jpg" ]
A man is standing in a kitchen, preparing food. He is wearing a black vest over a blue shirt and has a green vegetable in his hand.	[ "images/001012.jpg" ]
Features a young man performing a skateboard trick in a skate park.	[ "images/023501.jpg" ]
Shows a young boy standing outside on a deck with snow on the ground.	[ "images/015256.jpg" ]
Features a young man standing in front of a wooden wall adorned with various hunting-related items.	[ "images/002611.jpg" ]
Features a man wearing a cowboy hat and a red shirt, standing in front of a table with various cooking utensils and ingredients.	[ "images/017771.jpg" ]
A man is seen sitting at a table with various objects placed on it. He is holding a blue bottle and a clear bottle with a red funnel attached to it.	[ "images/001533.jpg" ]
Features a man standing in a kitchen, speaking to the camera while holding a white object in his hand. The man is wearing a black shirt with a graphic design on it and has short hair.	[ "images/019276.jpg" ]
Features a person wearing a light-colored hoodie with a drawstring and glasses.	[ "images/027498.jpg" ]
A man is standing in a car showroom, speaking to the camera. He is wearing a grey t-shirt and appears to be in a casual setting.	[ "images/024610.jpg" ]
Features a man standing behind a table, pointing at two open computer towers.	[ "images/003151.jpg" ]
Features a man standing outside a house with a basketball hoop visible in the background.	[ "images/023817.jpg" ]
Features an older woman playing the bagpipes outdoors.	[ "images/022987.jpg" ]
Features a woman standing under a gazebo, wearing a brown jacket and a blue shirt with a white collar.	[ "images/003813.jpg" ]
Features a woman who appears to be hosting or presenting a news segment.	[ "images/022106.jpg" ]
Shows a man standing inside a store, possibly a hardware or electronics store, as there are shelves filled with various items in the background.	[ "images/005322.jpg" ]
Features a woman standing in front of a white car, which appears to be parked indoors.	[ "images/015251.jpg" ]
Shows a man driving a car while wearing a pink shirt and a seatbelt.	[ "images/023762.jpg" ]
Features a man standing next to a car in what appears to be an auto repair shop or garage.	[ "images/014123.jpg" ]
Features a group of four individuals standing in front of an American flag.	[ "images/016971.jpg" ]
Features a man standing on a bridge or elevated platform, gesturing towards a large, snow-covered structure in the background.	[ "images/021075.jpg" ]
A young boy is standing in a kitchen, holding a plate of food and reaching towards a microwave.	[ "images/020881.jpg" ]
Features a man with long hair and a beard, who is standing in a room.	[ "images/004978.jpg" ]
Features a man standing in an office environment, speaking to the camera.	[ "images/019721.jpg" ]
Shows a man sitting at a table in what appears to be a restaurant or bar.	[ "images/017265.jpg" ]
Depicts a scene where a woman is seated on a blue cushion, wearing a red sweater and blue jeans. She appears to be posing for a photograph.	[ "images/018488.jpg" ]
Features a woman standing in what appears to be a colorful and playful setting, possibly a children's play area or a themed room.	[ "images/006051.jpg" ]
Shows a man driving a car on a road. He is wearing a green shirt with a red stripe, blue jeans, and sunglasses.	[ "images/002232.jpg" ]
Features a man and his dog sitting together on a couch.	[ "images/022526.jpg" ]
Features a young woman with long brown hair standing in front of a brown door.	[ "images/010404.jpg" ]
Shows a woman in a kitchen, standing next to a counter with a sink and a stove.	[ "images/022156.jpg" ]
Features a man standing in a kitchen, speaking to the camera.	[ "images/005299.jpg" ]
Shows a man wearing a white shirt and a hat standing next to a large pool filled with water.	[ "images/027039.jpg" ]
Features a young boy standing outside a house with a white brick wall and a black door.	[ "images/000994.jpg" ]
Features a news anchor standing in front of a blue background, delivering a report.	[ "images/013557.jpg" ]
We see an older man sitting on a porch swing, wearing a camouflage hat and overalls.	[ "images/014581.jpg" ]
Features a man wearing a black cap and glasses, standing inside a warehouse-like setting with high ceilings and industrial equipment visible in the background. The man appears to be engaged in some form of physical activity or work, as he is sweating and looking focused.	[ "images/015840.jpg" ]
Features a woman standing in front of a window with blinds, speaking to the camera while holding a piece of paper.	[ "images/006763.jpg" ]
Features a man playing golf on a course.	[ "images/016558.jpg" ]
Features a man standing outdoors, possibly in a desert or rocky area, given the background scenery.	[ "images/010235.jpg" ]

End of preview. Expand in Data Studio

MiniMax H3 FL2VA First-Frame Dataset

27,815 FLUX-generated reference images paired with text prompts, built as first-frame (image) conditions for MiniMax H3 FL2VA (text+image to audio-video) RL training.

Dataset recipe

Prompts (prompts.txt, 27,815 lines): English video captions from ConsisID-preview-Data, as filtered and released by DanceGRPO (assets/consist-id.txt).
Images (images/{index:06d}.jpg): each prompt rendered offline with FLUX.1-dev on 8 GPUs — 400x640, 30 inference steps, guidance scale 3.5, max sequence length 512, bf16, deterministic per-prompt seed (42 + index), JPEG quality 95. This mirrors DanceGRPO's online reference-image pipeline (FLUX generates the I2V condition from the training prompt), so prompt and image are semantically aligned by construction.
Split: random.seed(42) shuffle -> train.jsonl (27,687 rows) / test.jsonl (128 rows). Row format: {"prompt": "...", "images": ["images/010972.jpg"]} (relative paths).

Usage

Convert to verl-omni FL2VA parquet (first-frame conditioning):

python3 examples/diffusionnft_trainer/minimax_h3/prepare_data.py \
  --input_dir <this_dataset_dir> --output_dir <out_dir> --frame_mode first

and train with rollout.pipeline.task=fl2va, frame_indices='[0]'. The rollout pipeline LANCZOS-resizes condition images to the sampling resolution, so training at e.g. 288x464 (same ~1:1.61 aspect) works directly.

Files

images.tar — all 27,815 JPEG images packed as a single tar (efficient distribution); filenames inside are images/{index:06d}.jpg where index is the prompt line number (0-based)
prompts.txt — one prompt per line, aligned with image filenames
train.jsonl / test.jsonl — prompt <-> image pairs for training / validation

Unpack before use (keeps the images/ layout the JSONL expects):

tar -xvf images.tar   # -> images/000000.jpg ... images/027814.jpg

License

Prompts: CC-BY-4.0 (ConsisID-preview-Data).
Images: generated with FLUX.1-dev, whose license permits non-commercial use; this dataset is therefore released under CC-BY-NC-4.0.

Acknowledgement

Prompt data: PKU-YuanGroup/ConsisID (CVPR 2025)
Prompt filtering: DanceGRPO
Image generation: FLUX.1-dev

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