AI Struggles to Capture Futuristic Glamour: A Case Study in Aesthetic Generation with Imagen-v3
- 10 minutes read - 1964 words
Table of Contents
The dramatic style-aesthetic, often associated with futuristic settings, is characterized by bold colors, dynamic compositions, and a sense of wonder and excitement. It’s commonly used in science fiction films, video games, and other media to create immersive and visually captivating worlds. This style is particularly challenging for AI models to replicate, as it requires a deep understanding of visual language and the ability to translate abstract concepts into tangible imagery. This blog post explores the challenges and potential solutions in generating images that capture the essence of the dramatic style-aesthetic.
Created with: imagen-v3
A Lone Figure in a Futuristic Cityscape
A mysterious figure in futuristic armor stands on a platform, gazing at a glowing digital interface in a sleek, futuristic cityscape. The scene evokes a sense of hope and intrigue, leaving the viewer wondering about the figure’s destination and the secrets held within the city.
Prompt
style-aesthetic Futuristic: determined, hopeful ; A lone, futuristic hero; wide shot; heroism; a sprawling cityscape with towering skyscrapers and holographic advertisements; cinematic
Characteristic
Shot : A lone figure in futuristic armor stands on a platform in a futuristic cityscape. The figure is facing away from the viewer, looking at a large, glowing digital interface. The city is made up of tall, sleek buildings, and the sky is a dark, hazy blue.
Aesthetic Score : 0.7
Mood : futuristic, mysterious, hopeful
Quality
Entropy : 6.85
Noise : 88
Prompt Clip Score : 0.30
AI Evaluation
Likelihood of AI : 0.90
Image errors : The image has a few minor artifacts, such as some aliasing around the edges of the buildings and the digital interface.
Starlight Symphony: Spaceships Dance Through a Cosmic Nebula
Two sleek spaceships navigate a vibrant nebula, bathed in the ethereal glow of a distant star. The scene evokes a sense of wonder and mystery, capturing the vastness of space and the allure of the unknown.
Prompt
style-aesthetic Futuristic: awe-inspiring, adventurous ; A spaceship soaring through a nebula; close-up; adventure; a vast, star-filled space with swirling nebulas and distant galaxies; cinematic
Characteristic
Shot : Two spaceships flying through a nebula with a bright star in the background
Aesthetic Score : 0.7
Mood : futuristic, space, vastness
Quality
Entropy : 6.34
Noise : 91
Prompt Clip Score : 0.26
AI Evaluation
Likelihood of AI : 0.80
Image errors : The image is slightly blurry, especially the details of the spaceships.
Lost in the Digital Labyrinth: A Cyberpunk Vision
A solitary figure navigates a futuristic interface, bathed in the cool glow of blue and green light. The dark background adds to the sense of mystery and intrigue, leaving you wondering what secrets lie within this digital world.
Prompt
style-aesthetic Futuristic: intense, focused ; A gamer’s hands manipulating a holographic interface; close-up; gaming; a futuristic gaming room with glowing screens and advanced peripherals; cinematic
Characteristic
Shot : A person is sitting in front of a computer and is interacting with a futuristic interface displayed on the screen. The image has a dark background and is lit by blue and green lights.
Aesthetic Score : 0.6
Mood : futuristic, cyberpunk, mysterious
Quality
Entropy : 6.19
Noise : 71
Prompt Clip Score : 0.32
AI Evaluation
Likelihood of AI : 0.90
Image errors : The image appears to be rendered and lacks some details, such as natural lighting, shadows, and reflections. The person’s hand looks unnatural and the keyboard keys are not well-defined. The futuristic interface looks somewhat pixelated.
Cyberpunk Cityscape: A Glowing Orb Beckons
A futuristic city street pulses with neon light, flying vehicles streak through the air, and a couple walks towards a mysterious glowing orb in the distance. This cyberpunk scene evokes a sense of wonder and intrigue, promising a journey into a world of technological marvels and hidden secrets.
Prompt
style-aesthetic Futuristic: exciting, vibrant ; A futuristic city skyline with flying cars and holographic billboards; long shot; tourism; a bustling, vibrant city with futuristic architecture and technology; cinematic
Characteristic
Shot : A futuristic city street with tall buildings, glowing billboards, and flying vehicles, with a couple walking towards a glowing orb in the distance
Aesthetic Score : 0.7
Mood : futuristic, cyberpunk, urban
Quality
Entropy : 6.69
Noise : 91
Prompt Clip Score : 0.31
AI Evaluation
Likelihood of AI : 0.80
Image errors : There are some slight artifacts in the image, particularly in the shadows and the glow of the orb. The faces on the billboards are a bit blurry and unnatural, making it likely AI generated.
A Glimpse into Tomorrow: Family Embraces the Future
A family strolls through a futuristic train or spaceship, their faces illuminated by the vibrant cityscape outside. The vast windows offer a breathtaking view of a technologically advanced metropolis, inspiring a sense of wonder and hope for the possibilities that lie ahead.
Prompt
style-aesthetic Futuristic: optimistic, hopeful ; A family traveling through a futuristic subway system; medium shot; travel; a sleek, high-speed train with transparent windows showcasing a futuristic cityscape; cinematic
Characteristic
Shot : A family is walking down the corridor of a futuristic train or spaceship, looking out at a city skyline through a large window.
Aesthetic Score : 0.7
Mood : futuristic, hopeful, tranquil
Quality
Entropy : 6.40
Noise : 78
Prompt Clip Score : 0.35
AI Evaluation
Likelihood of AI : 0.80
Image errors : The image appears to be slightly grainy, and the details of the cityscape outside the window are somewhat blurry.
A Futuristic Family Dinner Under a Bioluminescent Sky
A family of three enjoys a peaceful meal in a futuristic dining room bathed in the soft glow of bioluminescent plants. The white walls and dome ceiling create a sense of spaciousness, while the dramatic contrast between the dark background and the brightly lit table adds a touch of mystery to the scene.
Prompt
style-aesthetic Futuristic: peaceful, serene ; A futuristic family enjoying a meal in a bioluminescent garden; medium shot; family; a lush, bioluminescent garden with glowing plants and futuristic furniture; cinematic
Characteristic
Shot : A family of three is sitting at a table in a futuristic dining room surrounded by bioluminescent plants, the room has white walls and a dome ceiling. The table is round and white, with a futuristic design. The family is eating a meal, and the atmosphere is calm and peaceful.
Aesthetic Score : 0.7
Mood : futuristic, calm, serene
Quality
Entropy : 6.15
Noise : 93
Prompt Clip Score : 0.41
AI Evaluation
Likelihood of AI : 0.90
Image errors : The image has some minor artifacts, such as a few blurry spots in the background.
Neon Dreams: A Robotic Dog’s Journey Through a Futuristic City
A sleek robotic dog races towards a glowing orb in a cyberpunk cityscape bathed in neon light. The foggy atmosphere adds a sense of mystery and intrigue, leaving you wondering what secrets lie ahead in this futuristic world.
Prompt
style-aesthetic Futuristic: Eerie, contemplative ; A sleek, metallic dog bounds across a neon-lit park, its glowing eyes fixated on a holographic ball, a lone figure watching from the shadows.; cinematic
Characteristic
Shot : A robotic dog running towards a glowing orb in a futuristic city at night. The scene is lit with neon lights and has a foggy atmosphere.
Aesthetic Score : 0.8
Mood : futuristic, cyberpunk, dreamy
Quality
Entropy : 6.85
Noise : 88
Prompt Clip Score : 0.38
AI Evaluation
Likelihood of AI : 0.90
Image errors : The image is slightly blurry and there are some minor artifacts, particularly around the edges of the dog. There is also a slight color banding effect in some areas.
Where History Meets the Future: A City of Glowing Icons
A futuristic cityscape unfolds, its towering buildings adorned with glowing billboards depicting historical figures. The empty streets, bathed in an ethereal light, create a sense of mystery and intrigue, leaving you wondering about the stories hidden within this enigmatic metropolis.
Prompt
style-aesthetic Futuristic: educational, nostalgic ; A futuristic cityscape with holographic projections of historical events; long shot; tourism; a bustling city with holographic displays showcasing historical moments; cinematic
Characteristic
Shot : A futuristic cityscape with glowing billboards depicting historical figures. People walk along a wide, empty street with buildings lining both sides.
Aesthetic Score : 0.7
Mood : futuristic, mysterious, intriguing
Quality
Entropy : 6.24
Noise : 97
Prompt Clip Score : 0.32
AI Evaluation
Likelihood of AI : 0.90
Image errors : The image appears to be rendered in a low resolution, resulting in a slightly blurry and pixelated appearance. The textures on the billboards are also somewhat blurry, which diminishes the sense of realism. Some blurriness and distortion, but overall no significant flaws.
A Lone Figure in the Vastness of Space
An astronaut stands on a desolate alien planet, a spacecraft hovering overhead. The vibrant blue sky, streaked with light, suggests a hopeful future amidst the vast emptiness. This image captures the awe and isolation of space exploration, leaving viewers to ponder the mysteries that lie ahead.
Prompt
style-aesthetic Futuristic: mysterious, adventurous ; A futuristic spaceship landing on a distant planet; wide shot; adventure; a desolate, alien planet with strange landscapes and a futuristic spaceship; cinematic
Characteristic
Shot : A lone astronaut stands on a desolate alien planet, a spacecraft hovering above. The sky is a vibrant blue with a streak of light, suggesting a comet or meteor.
Aesthetic Score : 0.7
Mood : futuristic, desolate, hopeful
Quality
Entropy : 6.76
Noise : 82
Prompt Clip Score : 0.31
AI Evaluation
Likelihood of AI : 0.90
Image errors : Some textures appear slightly blurry, especially in the distance. The spacecraft’s lighting seems a bit off, and the light trails don’t fully make sense in the scene.
Silhouetted Against the Flames: A Lone Figure in a Burning City
A solitary figure, clad in futuristic armor, stands on a rooftop overlooking a city consumed by fire. The image evokes a sense of impending doom and isolation, with the figure’s silhouette starkly contrasting against the fiery backdrop. The mood is dark, apocalyptic, and suspenseful, leaving viewers to ponder the fate of the city and the figure’s role in the unfolding chaos.
Prompt
style-aesthetic Futuristic: dramatic, heroic ; A futuristic hero standing on a rooftop overlooking a city in flames; medium shot; heroism; a burning cityscape with smoke and flames engulfing the buildings; cinematic
Characteristic
Shot : A lone figure in a futuristic suit stands on a rooftop overlooking a city engulfed in flames.
Aesthetic Score : 0.7
Mood : dark, apocalyptic, suspenseful
Quality
Entropy : 6.48
Noise : 80
Prompt Clip Score : 0.35
AI Evaluation
Likelihood of AI : 0.90
Image errors : The smoke and fire look a bit too cartoonish and unrealistic.
Conclusion
The results show that the generative AI model performed well in understanding the scene and camera position, but struggled with the aesthetic. Here’s a breakdown:
- Camera Position: The model scored 0.33, which is below the “good” range of 0.5 to 0.75. This suggests that the model didn’t fully capture the intended camera position in the prompt.
- Shot Analysis: The model scored 0.53, which falls within the “good” range. This indicates that the model was able to understand the scene in the prompt reasonably well.
- Aesthetic Analysis: The model scored 0.3, which is far from the “very good” range of -0.2 to 0.1. This suggests that the generated image’s aesthetic significantly deviated from the expected aesthetic described in the prompt.
Overall, the model shows promise in understanding the scene and camera position, but needs improvement in capturing the desired aesthetic.
Sources:
- https://heartofnoir.com/knowing-noir/aesthetic-of-noir/
- https://www.yellowbrick.co/blog/film/maximizing-the-visual-impact-unveiling-the-art-of-film-aesthetics
- https://www.questjournals.org/jrhss/papers/vol10-issue8/1008255260.pdf
- https://www.jstor.org/stable/3331672
- https://www.cinepoetics.fu-berlin.de/activities/workshops/2020-12-ws/index.html
- https://resource.download.wjec.co.uk/vtc/2016-17/16-17_1-22/eng/Part%201%20What%20is%20Aesthetics.pdf
- https://deepmind.google/technologies/imagen-3/