AI Captures the Essence, But Misses the Details: A Study of Generative AI and Aesthetic Style with Titan-g1
- 9 minutes read - 1765 wordsTable of Contents
The ‘dramatic’ aesthetic, often characterized by sweeping landscapes, intense emotions, and a focus on heroic figures, is a popular style in visual media. This style relies heavily on specific camera angles, shot compositions, and color palettes to evoke a sense of grandeur and emotional impact. In this blog post, we explore the capabilities of generative AI in capturing this aesthetic, analyzing its performance in translating textual prompts into visual representations. We’ll examine the model’s strengths and weaknesses in capturing camera positions, shot analysis, and overall aesthetic interpretation, providing insights into the current capabilities and limitations of AI in artistic expression.
Created with: titan-g1
A Knight’s Farewell: A Lonely Journey into the Sunset
A solitary knight, silhouetted against a vibrant sunset, rides away from a majestic castle. The scene evokes a sense of epic loneliness and somber reflection, leaving the viewer to ponder the knight’s fate and the weight of his journey.
Prompt
Romantic: Epic and hopeful ; A lone knight; wide shot; heroism; a majestic castle bathed in the golden light of sunset; cinematic
Characteristic
Shot : A knight on horseback riding away from a medieval castle, likely at sunset.
Aesthetic Score : 0.6
Mood : epic, dramatic, solitary
Quality
Entropy : 6.68
Noise : 97
Prompt Clip Score : 0.29
AI Evaluation
Likelihood of AI : 0.20
Image errors : No visible errors.
Sunset Romance on the Mountaintop
A couple stands hand-in-hand, gazing at a breathtaking sunset from a mountain peak. The golden light paints the scene with romance and hope, creating a moment of pure bliss.
Prompt
Romantic: Intimate and adventurous ; A couple holding hands, silhouetted against the setting sun; medium shot; adventure; a vast, rugged mountain range; cinematic
Characteristic
Shot : A couple standing on a mountain overlooking a valley at sunset, holding hands. The image is taken from a low angle, with the couple in the foreground and the mountains in the background.
Aesthetic Score : 0.6
Mood : romantic, peaceful, hopeful
Quality
Entropy : 6.41
Noise : 101
Prompt Clip Score : 0.29
AI Evaluation
Likelihood of AI : 0.20
Image errors : There are no visible artifacts or errors in the image.
Immersed in the Game: A Blurred Cityscape and Focused Hands
This image captures the intensity of a gamer fully engrossed in their virtual world. The blurred city background creates a sense of immersion, while the focus on the hands highlights the player’s focused control. The futuristic aesthetic adds to the overall feeling of being transported to another reality.
Prompt
Romantic: Intense and focused ; A gamer’s hands deftly navigating a controller; close-up; gaming; a vibrant, futuristic cityscape projected on a screen; cinematic
Characteristic
Shot : A person is playing a video game with a controller, the background is a blurry cityscape.
Aesthetic Score : 0.6
Mood : focused, intense, futuristic
Quality
Entropy : 6.85
Noise : 98
Prompt Clip Score : 0.30
AI Evaluation
Likelihood of AI : 0.20
Image errors : No visible artifacts or errors.
A Timeless Romance: A Couple’s Quiet Moment Overlooking a Charming European Town
In this serene and nostalgic scene, a couple shares a quiet moment on a stone wall, their backs turned to the viewer, overlooking a quaint European town. The panoramic view of the cobblestone streets and buildings adds a sense of grandeur and romance, creating a mysterious and intriguing atmosphere.
Prompt
Romantic: Awe-inspiring and romantic ; A couple gazing out at a breathtaking vista; medium shot; tourism; a sprawling, ancient city with cobblestone streets and colorful buildings; cinematic
Characteristic
Shot : A couple is sitting on a wall, looking out over a town cityscape.
Aesthetic Score : 0.7
Mood : romantic, peaceful, nostalgic
Quality
Entropy : 6.85
Noise : 108
Prompt Clip Score : 0.27
AI Evaluation
Likelihood of AI : 0.20
Image errors : The image has some noise and grain, particularly in the sky and distant buildings.
Soaring High with Joy: A Family’s Balloon Adventure
Capture the pure joy of a family’s hot air balloon ride. The image radiates happiness and adventure, with the family’s smiles and the vibrant green field below creating a sense of wonder and freedom.
Prompt
Romantic: Joyful and carefree ; A family laughing together as they ride a hot air balloon; wide shot; travel; a picturesque countryside with rolling hills and fields of wildflowers; cinematic
Characteristic
Shot : A family of three riding in a hot air balloon, they are all laughing and smiling
Aesthetic Score : 0.7
Mood : joyful, happy, adventurous
Quality
Entropy : 6.93
Noise : 106
Prompt Clip Score : 0.28
AI Evaluation
Likelihood of AI : 0.10
Image errors : The image quality is good, there are no noticeable artifacts or errors
Lost in the Horizon: A Moment of Tranquility
A woman, her long hair flowing, gazes out at the vast expanse of the ocean. The serene blue waters and clear sky evoke a sense of peace and contemplation. Her back to the viewer, she becomes a figure of mystery, lost in the beauty of the horizon.
Prompt
Romantic: Nostalgic and reflective ; A young woman gazing out at the ocean, her hair flowing in the wind; medium shot; family; a cozy beach house with a warm, inviting interior; cinematic
Characteristic
Shot : A woman with long blonde hair is standing by a window, looking out at the ocean. The window frame is wooden and the view is a beautiful beach scene with blue water and white sand.
Aesthetic Score : 0.7
Mood : calm, peaceful, wistful
Quality
Entropy : 6.53
Noise : 103
Prompt Clip Score : 0.29
AI Evaluation
Likelihood of AI : 0.10
Image errors : No visible errors.
A Knight’s Enchantment: A Tale of Romance and Drama
In a grand, opulent setting, a woman in a silver gown kneels before a knight in full armor, offering a single red rose. The contrast between their attires creates a dramatic visual effect, highlighting the power dynamic and the potential for romance in this unlikely pairing.
Prompt
Romantic: Grand and passionate ; A knight kneeling before his beloved, offering her a single rose; close-up; heroism; a grand ballroom with chandeliers and elegant guests; cinematic
Characteristic
Shot : A woman in a silver dress kneeling and presenting a single red rose to a man in armor, set in a grand hall with a chandelier and ornate decor.
Aesthetic Score : 0.7
Mood : romantic, dramatic, fairytale
Quality
Entropy : 6.84
Noise : 108
Prompt Clip Score : 0.31
AI Evaluation
Likelihood of AI : 0.30
Image errors : No visible errors.
A Stellar Love Story Unfolds Under the Milky Way
Experience a romantic and dreamy scene of a couple standing in a desert under a starry night sky, with the Milky Way visible, creating a serene and grand atmosphere.
Prompt
Romantic: Mystical and intimate ; A couple sharing under a starry sky; medium shot; adventure; a vast desert landscape with towering sand dunes; cinematic
Characteristic
Shot : A couple standing in a desert under a starry sky with the milky way visible
Aesthetic Score : 0.7
Mood : romantic, dreamy, serene
Quality
Entropy : 6.47
Noise : 103
Prompt Clip Score : 0.32
AI Evaluation
Likelihood of AI : 0.10
Image errors : The image has a slight amount of noise, particularly in the sky, and some of the stars are slightly blurry.
Headphones On, Joy Explodes: Woman Celebrates Digital Victory
A young woman, radiating pure joy, celebrates in front of her computer screen. Headphones on, she laughs and revels in the moment, her excitement palpable. The lighting and her expression create a vibrant energy, capturing the thrill of a digital triumph.
Prompt
Romantic: Thrilling and triumphant ; A gamer’s eyes lit up with excitement as they achieve a victory; close-up; gaming; a dimly lit room with neon lights reflecting on the screen; cinematic
Characteristic
Shot : A young woman wearing headphones is looking at a screen and laughing. She is in a dimly lit room with blue and pink lighting.
Aesthetic Score : 0.7
Mood : joyful, playful, energetic
Quality
Entropy : 6.90
Noise : 102
Prompt Clip Score : 0.24
AI Evaluation
Likelihood of AI : 0.20
Image errors : The image appears to be slightly over-exposed in some areas, leading to a slight loss of detail.
Campfire Tales: A Night of Warmth and Friendship
A group of friends gather around a crackling campfire, sharing stories and laughter under the starry sky. The warm glow of the fire illuminates their faces, creating a cozy and inviting atmosphere. This scene captures the essence of friendship, warmth, and togetherness.
Prompt
Romantic: Warm and nostalgic ; A family gathered around a campfire, sharing stories and laughter; wide shot; travel; a serene forest clearing with a crackling fire and a starry sky; cinematic
Characteristic
Shot : A group of friends are sitting around a campfire in a forest at night. They are laughing and enjoying each other’s company. The fire is blazing brightly and casting a warm glow on the scene.
Aesthetic Score : 0.7
Mood : warm, happy, nostalgic
Quality
Entropy : 6.77
Noise : 105
Prompt Clip Score : 0.28
AI Evaluation
Likelihood of AI : 0.20
Image errors : The image is a bit grainy, and there is some noise in the shadows. The lighting is also a bit uneven, with some areas being too bright and others too dark.
Conclusion
The results indicate that the generative AI model performed well in terms of camera position and shot analysis, but struggled with aesthetic analysis. Here’s a breakdown:
- Camera Position: The model scored 0.45, which falls below the “good” range of 0.5 to 0.75. This suggests that the model didn’t perfectly capture the intended camera positions described in the prompts.
- Shot Analysis: The model scored 0.49, also below the “good” range. This indicates that the model didn’t fully understand the scene descriptions in the prompts and didn’t accurately translate them into the generated images.
- Aesthetic Analysis: The model scored 0.13, which is within the “very good” range of -0.2 to 0.1. This means the generated images were quite close to the expected aesthetic style, despite the shortcomings in camera position and shot analysis.
Overall, the model shows promise in capturing the desired aesthetic but needs improvement in understanding and implementing camera positions and scene descriptions.
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://docs.aws.amazon.com/bedrock/latest/userguide/titan-image-models.html