fix: bound detection QA to inference coverage

backend/tests/test_sprint184_detection_qa_coverage.py

@@ -8,6 +8,7 @@ from shapely.geometry import box
 
 from app.core.errors import AppError
 from app.services.detection_qa_service import DetectionQaService
+from app.services.qa_service import QaService
 
 
 def test_tile_coverage_transforms_projected_manifest_bounds_to_epsg4326() -> None:
@@ -78,3 +79,46 @@ def test_coverage_filter_reports_outside_and_boundary_clipped_population() -> No
     assert population.excluded_outside_count == 1
     assert population.clipped_boundary_count == 1
     assert population.geometries[1][1].bounds == pytest.approx((0.8, 0.8, 1.0, 1.0))
+
+
+def test_coverage_filter_preserves_prefiltered_database_population_count() -> None:
+    dataset_id = uuid4()
+    coverage = DetectionQaService.build_tile_coverage(
+        {
+            "source_dataset_id": str(dataset_id),
+            "crs": "EPSG:4326",
+            "tiles": [{"bounds": [0.0, 0.0, 1.0, 1.0]}],
+        },
+        manifest_path="/app/storage/tiles/manifest.json",
+        expected_dataset_id=dataset_id,
+    )
+
+    population = DetectionQaService.filter_population(
+        [
+            ({"id": "inside"}, box(0.1, 0.1, 0.2, 0.2)),
+            ({"id": "crossing"}, box(0.8, 0.8, 1.2, 1.2)),
+        ],
+        coverage,
+        raw_count=3,
+    )
+
+    assert population.raw_count == 3
+    assert population.evaluated_count == 2
+    assert population.excluded_outside_count == 1
+    assert population.clipped_boundary_count == 1
+
+
+def test_iou_matching_keeps_exact_results_with_many_spatially_disjoint_references() -> None:
+    references = [({"id": f"outside-{index}"}, box(index + 10, 10, index + 10.5, 10.5)) for index in range(100)]
+    references.append(({"id": "match"}, box(0.0, 0.0, 1.0, 1.0)))
+
+    evidence = QaService._match_io_u_evidence(
+        [({"id": "candidate"}, box(0.0, 0.0, 1.0, 1.0))],
+        references,
+        0.5,
+    )
+
+    assert evidence.matches == 1
+    assert evidence.false_positives == 0
+    assert evidence.false_negatives == 100
+    assert evidence.match_evidence[0]["reference_feature_id"] == "match"

backend/tests/test_sprint8c_detection_visualization_qa.py

@@ -42,6 +42,9 @@ class FakeQuery:
     def first(self):
         return self.rows[0] if self.rows else None
 
+    def count(self):
+        return len(self.rows)
+
 
 class FakeSession:
     def __init__(self, objects=None, query_rows=None) -> None: