Launch: Embeddings in Workflows

Semantic embeddings are becoming integral in modern computer vision, as demonstrated by Roboflow's introduction of embeddings into their Workflows, using models like OpenAI's CLIP for a range of tasks such as image comparison and anomaly detection. By integrating CLIP into Workflows, users can effectively compare embeddings using cosine similarity to perform tasks like image moderation or contextual model selection. The platform also introduces new blocks for identifying changes and outliers, which enhance the detection of anomalies by analyzing semantic embeddings in video feeds, allowing for the capture of unexpected events without manual prediction. These tools are part of an ongoing effort to refine anomaly detection and expand the use of various embedding models, promising greater expressiveness and efficiency in computer vision applications.