Eclipse MAT is a crucial tool for analyzing heap dumps, particularly useful in debugging OutOfMemoryError. It distinguishes between two object sizes: Shallow Heap and Retained Heap. A video is available that explains their differences and calculation methods. Watch it for more insights on using Eclipse MAT effectively.