shifangming0823/AuthenLoRA_model
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A man sits with a traditionally decorated cow
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Half of a white cake with coconuts on top.
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Office space with office equipment on desk top.
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A pinewood and green modern themed kitchen area.
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A man is sitting on a bench next to a bike.
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A toilet sits next to a window and in front of a shower.
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A photograph of a kitchen inside a house.
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a counter with vegetables, knife and cutting board on it.
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A group of men standing in front of a bar having a conversation.
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A bicycle store shows two males leaning toward a bike.
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Three young people in a kitchen pointing to a pizza.
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The exterior of an airport with some planes.
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1 military jet fighter flying in formation alongside a 1 military propeller pilot.
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A dog with goggles is in a motorcycle side car.
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An empty kitchen filled with dishes and appliances.
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A person sits on top of a motorcycle with a stuffed toy.
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The plane is flying through a clear blue sky.
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The sightseeing boat streams along the river joined by a plane
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An airliner taking off from an airport runway.
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A man and a woman standing next to a motor cycle.
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A kitchen cluttered with dishes with a stove and oven.
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A toilet with an object hanging off of it.
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A four engine jet transport airplane flying low.
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Two large commercial airplanes sitting on the runway.
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Two street signs are shown against more buildings.
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A hotel room with a flat screen tv, chair, and bed.
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A mounted police officer riding down a city street past parked cars.
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a girl sitting at a kitchen table in a home
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A plane parked next to a truck next to a house.
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Pair of giraffes in an open field grazing and watching.
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Two birds sit on top of a parked car.
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Four airplanes that are crop dusting over some land.
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A men's public washroom with a blue floor.
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A medieval style tower and clock against blue sky.
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Unique looking Modern Outdoor Public restroom on a sidewalk.
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Person on a motorcycle driving on a paved course.
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A bathroom with an odd shaped toilet next to a shower.
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Photo of a white towel, plunger and a wall air freshener.
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People in a kitchen are preparing food with plastic gloves on.
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A pirstine white and black bathroom with a tub by a window
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Red motorcycle parked outside of large building in the city,
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two bikes parked on the street with pizza delivery boxes attached to their back ends
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A large porcelain toilet posed with a tan flower pot.
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A bath caddy is stuffed with all the amenities for teeth care.
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A toilet as is typical in Asian countries.
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A kitchen area is being built that contains a deep sink, a dishwasher, and cabinets.
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A huge airplane looks small against a wide open concrete area.
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A woman standing in a kitchen in front of a washing machine.
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A group of passengers sitting on an airplane in flight
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A pretty young lady sitting on a sidewalk next to an older man.
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A large bedroom with big windows and a patio.
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A brown dog standing next to bicycles in front of a store.
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A bathroom with the toilet tank high up on the wall.
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A sloping street in a small mountain community.
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passengers sitting in the seats aboard an aircraft
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A clean bathroom with black marble counter top.
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Two people sitting and laying on top of a park bench.
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A woman gathers the trash in her kitchen.
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A mean leaning against a metal rail next to an airport.
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A herd of sheep grazing in a grass covered field.
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mANY CHEFS WORK ON COOKING FOOD IN THE KITCHEN.
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a stainless steel tabletop covered in dinnerware in a kitchen
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Two cooks standing at the counter on a kithchen next to bottles.
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A double decker bus driving while it snows.
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A little girl holding a kitten next to a blue fence.
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An ornate vase with a handle sitting on a table.
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A large crowd of motorcycle enthusiasts at a motorcycle event.
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A 787 Jet Airplane sitting on a runway at an airport.
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THERE IS A MOTORCYLCE WITH PEOPLE STANDING ON THE SIDE OF THE STREET
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A long, narrow yellow kitchen with black and white floor tiles.
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There are two people riding on a motorcycle together
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A makeshift tent is constructed at a camp site.
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A large empty bathroom with a walk in shower tub.
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An old wooden steeple with a clock on it
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a person riding a dirt bike in the air with a sky background
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A small bathroom with a small brown toilet next to a white sink.
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A blue motor scooter parked in front of a brick building.
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People walking outside of a red brick building.
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A small plane landing in a grassy field
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The dark mirror shows a bathroom in it's reflection.
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Many oranges have been placed inside a bowl.
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A herd of sheep standing between a train and a river.
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A bathroom with focus on a counter with dual sinks.
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two gray stove burners and a wooden bowl with four apples
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A set of three wall mounted urinals with pictures of men on top of them.
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A restroom with three stalls with three toilets.
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three different motorcycle couples riding down a road
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Bathroom view, brightly lit, blue square basin, commode on right, shower curtain on left and heater and window on far end.
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A colorful jet is sitting patiently on a runway.
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inside a airplane hangar,a stealth plane hanging -up.
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A picture of a counter and some chairs.
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A motor cycle procession down a wet street.
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a bathroom with multiple stalls with doors and toilets
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a group of guys showing off a cow to an audience.
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two dogs are at a door trying to get outside
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A cat sitting on a pile of books.
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A picture of a dog laying on the ground.
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A cat watching water go down a sink drain
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Man flying a colorful dragon kite in a blue sky
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A plane that is flying in the air.
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End of preview. Expand
in Data Studio
Official Model Repository for Paper AuthenLoRA: Entangling Stylization with Imperceptible Watermarks for Copyright-Secure LoRA Adapters
You can find the Pytorch implementation in Github and model weights in Huggingface
Method
In this work, we propose AuthenLoRA, a novel watermarking method that effectively protects the copyright of LoRA models by embedding imperceptible watermarks during the generation of stylized images.
We jointly optimize style transfer and watermark embedding to achieve tight coupling between the two objectives. A lightweight mapper is introduced to modulate LoRA parameters, enabling dynamic modification of embedded watermarks without retraining. To suppress perceptual watermark residual and reduce false positives, we design the Perceptual Residual Tone Suppression (PRTS) loss and the Zero-Message Regularization strategy. Furthermore, we incorporate ResNet blocks into the fine-tuning scope, significantly improving training efficiency and watermark effectiveness.
We hope our work contributes to the advancement of digital asset copyright protection. :)
Visual Demonstration
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Size of downloaded dataset files:
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Number of rows:
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Models trained or fine-tuned on shifangming0823/AuthenLoRA_Dataset