diff --git a/sqlalchemy_bigquery/base.py b/sqlalchemy_bigquery/base.py
index 5297f223..03488250 100644
--- a/sqlalchemy_bigquery/base.py
+++ b/sqlalchemy_bigquery/base.py
@@ -269,6 +269,14 @@ def _known_tables(self):
                     if table is not None:
                         known_tables.add(table.name)
 
+        # If we have the table in the `from` of our parent, do not add the alias
+        # as this will add the table twice and cause an implicit JOIN for that
+        # table on itself
+        asfrom_froms = self.stack[-1].get("asfrom_froms", [])
+        for from_ in asfrom_froms:
+            if isinstance(from_, Table):
+                known_tables.add(from_.name)
+
         return known_tables
 
     def visit_column(
diff --git a/tests/unit/test_compiler.py b/tests/unit/test_compiler.py
index db02e593..139b6cbc 100644
--- a/tests/unit/test_compiler.py
+++ b/tests/unit/test_compiler.py
@@ -21,7 +21,7 @@
 import sqlalchemy.exc
 
 from .conftest import setup_table
-from .conftest import sqlalchemy_1_4_or_higher
+from .conftest import sqlalchemy_1_4_or_higher, sqlalchemy_before_1_4
 
 
 def test_constraints_are_ignored(faux_conn, metadata):
@@ -114,3 +114,167 @@ def test_no_alias_for_known_tables_cte(faux_conn, metadata):
     )
     found_cte_sql = q.compile(faux_conn).string
     assert found_cte_sql == expected_cte_sql
+
+
+def prepare_implicit_join_base_query(
+    faux_conn, metadata, select_from_table2, old_syntax
+):
+    table1 = setup_table(
+        faux_conn, "table1", metadata, sqlalchemy.Column("foo", sqlalchemy.Integer)
+    )
+    table2 = setup_table(
+        faux_conn,
+        "table2",
+        metadata,
+        sqlalchemy.Column("foos", sqlalchemy.ARRAY(sqlalchemy.Integer)),
+        sqlalchemy.Column("bar", sqlalchemy.Integer),
+    )
+    F = sqlalchemy.func
+
+    unnested_col_name = "unnested_foos"
+    unnested_foos = F.unnest(table2.c.foos).alias(unnested_col_name)
+    unnested_foo_col = sqlalchemy.Column(unnested_col_name)
+
+    # Set up initial query
+    cols = [table1.c.foo, table2.c.bar] if select_from_table2 else [table1.c.foo]
+    q = sqlalchemy.select(cols) if old_syntax else sqlalchemy.select(*cols)
+    q = q.select_from(unnested_foos.join(table1, table1.c.foo == unnested_foo_col))
+    return q
+
+
+@sqlalchemy_before_1_4
+def test_no_implicit_join_asterix_for_inner_unnest_before_1_4(faux_conn, metadata):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, True, True)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo`, `table2`.`bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = sqlalchemy.select(["*"]).select_from(q)
+
+    expected_outer_sql = (
+        "SELECT * \n"
+        "FROM (SELECT `table1`.`foo` AS `foo`, `table2`.`bar` AS `bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`)"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql
+
+
+@sqlalchemy_1_4_or_higher
+def test_no_implicit_join_asterix_for_inner_unnest(faux_conn, metadata):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, True, False)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo`, `table2`.`bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = q.subquery()
+    q = sqlalchemy.select("*").select_from(q)
+
+    expected_outer_sql = (
+        "SELECT * \n"
+        "FROM (SELECT `table1`.`foo` AS `foo`, `table2`.`bar` AS `bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`) AS `anon_1`"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql
+
+
+@sqlalchemy_before_1_4
+def test_no_implicit_join_for_inner_unnest_before_1_4(faux_conn, metadata):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, True, True)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo`, `table2`.`bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = sqlalchemy.select([q.c.foo]).select_from(q)
+
+    expected_outer_sql = (
+        "SELECT `foo` \n"
+        "FROM (SELECT `table1`.`foo` AS `foo`, `table2`.`bar` AS `bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`)"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql
+
+
+@sqlalchemy_1_4_or_higher
+def test_no_implicit_join_for_inner_unnest(faux_conn, metadata):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, True, False)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo`, `table2`.`bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = q.subquery()
+    q = sqlalchemy.select(q.c.foo).select_from(q)
+
+    expected_outer_sql = (
+        "SELECT `anon_1`.`foo` \n"
+        "FROM (SELECT `table1`.`foo` AS `foo`, `table2`.`bar` AS `bar` \n"
+        "FROM `table2`, unnest(`table2`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`) AS `anon_1`"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql
+
+
+@sqlalchemy_1_4_or_higher
+def test_no_implicit_join_asterix_for_inner_unnest_no_table2_column(
+    faux_conn, metadata
+):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, False, False)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo` \n"
+        "FROM `table2` `table2_1`, unnest(`table2_1`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = q.subquery()
+    q = sqlalchemy.select("*").select_from(q)
+
+    expected_outer_sql = (
+        "SELECT * \n"
+        "FROM (SELECT `table1`.`foo` AS `foo` \n"
+        "FROM `table2` `table2_1`, unnest(`table2_1`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`) AS `anon_1`"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql
+
+
+@sqlalchemy_1_4_or_higher
+def test_no_implicit_join_for_inner_unnest_no_table2_column(faux_conn, metadata):
+    # See: https://github.com/googleapis/python-bigquery-sqlalchemy/issues/368
+    q = prepare_implicit_join_base_query(faux_conn, metadata, False, False)
+    expected_initial_sql = (
+        "SELECT `table1`.`foo` \n"
+        "FROM `table2` `table2_1`, unnest(`table2_1`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`"
+    )
+    found_initial_sql = q.compile(faux_conn).string
+    assert found_initial_sql == expected_initial_sql
+
+    q = q.subquery()
+    q = sqlalchemy.select(q.c.foo).select_from(q)
+
+    expected_outer_sql = (
+        "SELECT `anon_1`.`foo` \n"
+        "FROM (SELECT `table1`.`foo` AS `foo` \n"
+        "FROM `table2` `table2_1`, unnest(`table2_1`.`foos`) AS `unnested_foos` JOIN `table1` ON `table1`.`foo` = `unnested_foos`) AS `anon_1`"
+    )
+    found_outer_sql = q.compile(faux_conn).string
+    assert found_outer_sql == expected_outer_sql