Premise: A man with his arm around the women shoulder, carrying red bags as they cross the street in the crosswalk.

Hypothesis: The man is chasing the woman down the street as she throws things at him from her shopping bag.
Relation: contradiction

Hypothesis: The loving couple is cuddled together while walking back from the store.
Relation: neutral

Hypothesis: A couple is walking across the street.
Relation: entailment