Simpler Binary Tasks Usually Need Less Data

Explicit Subtask Design Can Add Helpful Prior Knowledge

Choose Pipeline Components That Can Be Learned from Limited Data

Why is a crosswalk detector preferable to sending raw street images directly to the route planner?

Task simplicity means each pipeline component should solve a task that is easy to design or train.

Adding a _____ component gives the route planner useful scene information without forcing it to read raw video.

Match each warehouse-robot pipeline element with its role under the task-simplicity principle.

Order the reasoning used to choose a simpler robot-navigation pipeline.

How an Intermediate Detector Can Simplify a Decision Pipeline

Selecting a Perception Module for Robot Navigation

Why is a lane-line detector useful before the planning stage?

Which pipeline change best keeps each component's job simple?

Sending raw drone footage directly to the route planner is consistent with task simplicity because it removes an intermediate perception step.