FiftyOne

Import autonomous vehicle dataset into FiftyOne.

Filter dataset to isolate scenes with adverse weather (rain, snow, fog).

Visualize object detection model performance on these scenes.

Identify failure modes and annotate missing or mislabeled objects.

Retrain model with corrected data and re-evaluate performance.

Import DICOM/NIfTI medical imaging dataset into FiftyOne.

Use embeddings to identify anomalous scans based on feature similarity.

Visualize the identified scans and compare them to normal examples.

Annotate anomalies and train a model to detect similar patterns.

Evaluate model performance using FiftyOne's model evaluation tools.

Import images/videos from store cameras into FiftyOne.

Apply object detection model to identify products on shelves.

Track product counts and placement over time.

Identify out-of-stock situations and placement errors.

Generate reports for store managers to address inventory issues.

Import video and 3D sensor data from robotic arm experiments into FiftyOne.

Visualize the arm's trajectory and object interactions.

Identify errors in movement and collisions.

Annotate the dataset to correct errors and improve movement planning.

Retrain the robotic arm's control model and re-evaluate performance.

Import surveillance video streams into FiftyOne.

Apply fall detection model to identify potential fall events.

Review identified events to filter out false positives.

Annotate true fall events to improve model accuracy.

Monitor model performance over time using FiftyOne's evaluation tools.