Algorithm
A set of rules or instructions that AI models follow to process data and generate outputs like videos or images.
AI TechnologyYour comprehensive guide to understanding AI video generation. From diffusion models to neural networks, master the terminology used in cutting-edge video AI.
A set of rules or instructions that AI models follow to process data and generate outputs like videos or images.
AI TechnologyThe process of creating the illusion of movement by displaying a sequence of images or frames in rapid succession.
Video ProductionThe proportional relationship between a video's width and height, such as 16:9 (landscape) or 9:16 (portrait/vertical).
Video BasicsA component in neural networks that helps the model focus on relevant parts of input data when generating outputs.
AI TechnologyProcessing multiple inputs (images or videos) simultaneously rather than one at a time, improving efficiency.
AI TechnologyThe amount of data processed per second in a video file, directly affecting quality and file size.
Video BasicsA visual effect where time appears to slow down dramatically, often combined with camera rotation around the subject.
Camera EffectsAI-simulated camera motions like pan, tilt, dolly, and zoom that add cinematic quality to generated videos.
Camera EffectsA saved state of an AI model during or after training, allowing the model to be loaded and used for inference.
AI TechnologyContrastive Language-Image Pre-training. An AI model that understands the relationship between text and images.
AI ModelsSoftware that compresses and decompresses video files. Common codecs include H.264, H.265, and VP9.
Video BasicsA neural network architecture that adds conditional control to diffusion models, enabling precise image/video manipulation.
AI TechnologyThe process of removing noise from images/videos. In diffusion models, it's the core mechanism for generation.
AI TechnologyA class of AI models that generate content by learning to reverse a noise-adding process, producing high-quality outputs.
AI TechnologyA camera movement where the camera physically moves toward (dolly in) or away from (dolly out) the subject.
Camera EffectsThe length of a video clip, typically measured in seconds. AI video generators often support 5-10 second clips.
Video BasicsA numerical representation of data (text, images) that captures semantic meaning for AI model processing.
AI TechnologyA visual transformation applied to video content, such as style transfers, filters, or character transformations.
Video ProductionMetrics measuring how viewers interact with video content, including likes, comments, shares, and watch time.
Social MediaThe process of further training a pre-trained AI model on specific data to improve performance for particular tasks.
AI TechnologyThe number of individual frames displayed per second in a video. Standard rates include 24, 30, and 60 fps.
Video BasicsA single still image within a video sequence. Videos are composed of many frames played in rapid succession.
Video BasicsAn AI architecture where two neural networks compete, one generating content and one evaluating it.
AI TechnologyArtificial intelligence systems capable of creating new content, including text, images, audio, and video.
AI TechnologyGraphics Processing Unit. Specialized hardware that accelerates AI model training and inference.
HardwareAI technology that animates a static image, adding movement and bringing photos to life as video clips.
AI FeaturesThe process of running a trained AI model to generate outputs from new inputs.
AI TechnologyAI technique for filling in missing or selected regions of an image or video frame with generated content.
AI FeaturesGenerating intermediate frames between existing frames to create smoother motion or slow-motion effects.
Video ProductionA social media platform popular for sharing photos and short-form video content like Reels.
Social MediaA diffusion model variant that operates in a compressed latent space, enabling efficient high-resolution generation.
AI TechnologyA technique for efficiently fine-tuning AI models by training only a small number of additional parameters.
AI TechnologyAn AI company offering video generation models known for cinematic quality and 3D understanding.
AI ModelsA trained AI system that can perform specific tasks like generating videos, images, or processing text.
AI TechnologyA visual effect that gradually transforms one image or shape into another.
Video EffectsA visual effect that simulates the blur caused by fast movement, adding realism to video.
Video EffectsA computing system inspired by biological brains, consisting of interconnected nodes that process information.
AI TechnologyRandom variations in an image or signal. Diffusion models work by adding and removing noise.
AI TechnologyA camera movement where the camera rotates horizontally on its axis, scanning across a scene.
Camera EffectsAn AI company offering text-to-video and image-to-video generation tools.
AI ModelsA text description or instruction given to an AI model to guide the content it generates.
AI FeaturesShort-form vertical video format popularized by Instagram, typically 15-90 seconds in length.
Social MediaThe number of pixels in a video frame, determining clarity and detail. Common resolutions: 720p, 1080p, 4K.
Video BasicsAn AI company known for Gen-2 and other video generation models with professional-grade capabilities.
AI ModelsA number that initializes the random generation process. Same seed with same prompt produces similar results.
AI TechnologyOpenAI's text-to-video AI model capable of generating realistic videos from text descriptions.
AI ModelsAn open-source latent diffusion model for generating images and video, developed by Stability AI.
AI ModelsAn AI technique that applies the visual style of one image or video to another content.
AI FeaturesAI technology that generates video content directly from text descriptions or prompts.
AI FeaturesA social media platform focused on short-form vertical video content, typically 15-60 seconds.
Social MediaA neural network architecture that uses attention mechanisms, foundational to many AI models.
AI TechnologyA neural network that compresses and reconstructs data, used in latent diffusion models.
AI TechnologyGoogle's AI video generation model known for cinematic quality and long-form video capabilities.
AI ModelsVideo shot or formatted in portrait orientation (9:16), optimized for mobile viewing on platforms like TikTok.
Video BasicsContent that spreads rapidly across social media through shares, reaching a massive audience.
Social MediaAn AI video model by Alibaba, known for stylized and anime-style video generation.
AI ModelsShort-form vertical video format on YouTube, typically up to 60 seconds in length.
Social MediaA camera effect that changes the focal length to make subjects appear closer or farther away.
Camera EffectsPut your knowledge into practice. Download Visionary and start generating stunning AI videos today.
DownloadAI video generation uses deep learning models to create videos from text prompts, images, or existing video. Technologies like Diffusion Models, GANs, and Transformers power these tools.
Temporal consistency ensures that objects and styles remain stable across video frames. Without it, AI videos appear flickery with objects changing appearance randomly.
Diffusion models generate images/video by gradually removing noise from random static. They're behind Stable Diffusion, DALL-E 3, Sora, and most modern AI generators.
Style transfer applies the artistic style of one image to another, like making your photo look like a Van Gogh painting. Neural style transfer uses CNNs to separate content from style.
CFG controls how closely the AI follows your prompt. Higher CFG = more literal interpretation but potentially less creative. Lower CFG = more creative freedom but may ignore parts of your prompt.