2 files changed, 15 insertions, 10 deletions
diff --git a/megapixels/app/server/api.py b/megapixels/app/server/api.py
index b3bce9bc..81fffdd8 100644
--- a/megapixels/app/server/api.py
+++ b/megapixels/app/server/api.py
@@ -7,7 +7,7 @@ import operator
 from flask import Blueprint, request, jsonify
 from PIL import Image  # todo: try to remove PIL dependency
 
-from app.processors import face_recognition
+from app.processors import face_extractor
 from app.processors import face_detector
 from app.processors.faiss import load_faiss_databases
 from app.models.sql_factory import load_sql_datasets, list_datasets, get_dataset, get_table
@@ -66,28 +66,33 @@ def upload(dataset_name):
   detector = face_detector.DetectorDLIBHOG()
 
   # get detection as BBox object
-  bboxes = detector.detect(im_np, largest=True)
+  bboxes = detector.detect(im_np, largest=True, pyramids=2)
+
   if not bboxes or not len(bboxes):
     return jsonify({
       'error': 'bbox'
     })
-  bbox = bboxes[0]
-  if not bbox:
+
+  bbox_norm = bboxes[0]
+  if not bbox_norm:
     return jsonify({
       'error': 'bbox'
     })
 
   dim = im_np.shape[:2][::-1]
-  bbox = bbox.to_dim(dim)  # convert back to real dimensions
+  bbox_dim = bbox_norm.to_dim(dim)
+  # bbox = bbox.to_dim(dim)  # convert back to real dimensions
   # print("got bbox")
-  if not bbox:
+  if not bbox_dim:
     return jsonify({
       'error': 'bbox'
     })
 
   # extract 128-D vector
-  recognition = face_recognition.RecognitionDLIB(gpu=-1)
-  vec = recognition.vec(im_np, bbox)
+  extractor = face_extractor.ExtractorDLIB()
+  vec = extractor.extract(im_np, bbox_norm)  # NB use norm, not bbox_dim
+  # recognition = face_recognition.RecognitionDLIB(gpu=-1)
+  # vec = recognition.vec(im_np, bbox)
   query = np.array([ vec ]).astype('float32')
   
   # query FAISS
@@ -122,7 +127,7 @@ def upload(dataset_name):
 
   query = {
     'timing': round(time.time() - start, 3),
-    'bbox': str(bbox),
+    'bbox': str(bbox_norm),
   }
   # print(results)
   return jsonify({
diff --git a/megapixels/app/server/tasks/demo.py b/megapixels/app/server/tasks/demo.py
index f7db9034..12d83383 100644
--- a/megapixels/app/server/tasks/demo.py
+++ b/megapixels/app/server/tasks/demo.py
@@ -81,7 +81,7 @@ def demo_task(self, uuid_name, fn):
   face_detector_instance = face_detector.DetectorDLIBCNN(gpu=opt_gpu)  # -1 for CPU
   step('Detecting face')
   st = time.time()
-  bboxes = face_detector_instance.detect(im_resized, largest=True)
+  bboxes = face_detector_instance.detect(im_resized, largest=True, pyramids=2)
   bbox = bboxes[0]
   dim = im_resized.shape[:2][::-1]
   bbox_dim = bbox.to_dim(dim)