Computer Vision

Computer vision tasks work with images and videos.

Classification Tasks

• Image Classification: Assign labels or categories to images
• Video Classification: Classify actions or scenes in video content
• Zero-Shot Image Classification: Classify images without task-specific training

Detection and Localization

• Object Detection: Detect and localize objects within images
• Zero-Shot Object Detection: Localize unseen object categories without training
• Keypoint Detection: Detect body, pose, or facial keypoints

Segmentation

• Image Segmentation: Pixel-level labeling for object or region boundaries
• Mask Generation: Generate segmentation masks automatically

Generation Tasks

• Text-to-Image: Generate images from text prompts
• Text-to-Video: Generate videos from text descriptions
• Image-to-Image: Modify or restyle images using another image or prompt
• Image-to-Video: Generate videos based on input images
• Video-to-Video: Transform or modify video content
• Unconditional Image Generation: Generate images without any prompt or condition

3D Tasks

• Text-to-3D: Generate 3D models from text descriptions
• Image-to-3D: Reconstruct 3D shapes from images

Other Vision Tasks

• Depth Estimation: Predict a per-pixel depth map from images
• Image-to-Text: Convert images into natural language descriptions
• Image Feature Extraction: Generate embeddings or semantic features from images
• OCR: Extract text from images and documents