tradle / KYCDeepFace

KYC face matching project.
GNU Affero General Public License v3.0
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Improve recognition accuracy #10

Open martinheidegger opened 2 years ago

martinheidegger commented 2 years ago

The docker image currently prepared by #8 does have poor actual face matching. The test results in test_app.py for example do not clearly match these two images of me.

Output of test_app.py ``` ~/Documents/tradle/kycdeepface ❯ python test_app.py {'faces': [{'landmarks': {'bounds': {'topLeft': [62.18, 34.96], 'bottomRight': [192.12, 213.01]}, 'landmarks': {'outline': [[58.59, 116.88], [60.78, 133.7], [64.29, 150.04], [68.88, 166.58], [75.64, 180.23], [87.13, 192.93], [101.18, 201.75], [117.11, 208.42], [135.67, 210.33], [152.72, 206.68], [165.04, 198.05], [175.29, 187.24], [183.1, 173.76], [186.46, 159.43], [188.89, 144.82], [189.75, 129.59], [188.89, 114.0]], 'left_brows': [[72.65, 103.42], [80.7, 96.26], [92.38, 93.18], [104.64, 93.64], [116.31, 96.47]], 'right_brows': [[140.38, 96.8], [150.82, 93.87], [161.77, 93.25], [172.52, 95.84], [180.05, 102.45]], 'nose_back': [[129.61, 107.47], [130.87, 117.67], [132.26, 128.35], [133.47, 139.08]], 'nostrils': [[119.57, 147.42], [126.07, 149.04], [133.28, 150.49], [139.88, 148.85], [145.52, 146.81]], 'left_eye': [[88.56, 110.73], [95.14, 106.76], [103.16, 106.39], [110.41, 110.62], [103.4, 112.06], [95.32, 112.43]], 'right_eye': [[146.32, 110.26], [153.28, 106.09], [161.06, 106.46], [167.18, 110.29], [161.34, 112.0], [153.55, 111.62]], 'mouth': [[106.28, 167.95], [116.53, 164.18], [127.02, 162.11], [133.87, 163.23], [140.41, 161.73], [149.89, 163.55], [158.32, 166.75], [150.4, 171.63], [142.29, 174.38], [134.69, 174.96], [126.86, 174.7], [117.25, 172.9], [109.76, 167.91], [126.73, 166.86], [134.11, 167.17], [141.14, 166.56], [155.13, 167.07], [141.39, 167.65], [134.28, 168.41], [126.87, 167.99]]}, 'angles': {'pitch': 3.617, 'yaw': -4.983, 'roll': -1.885}}, 'embedding': 'jGZDPug7tL2OftK-1w5hPlPxhT7NdFe9JAoUPnj-zL53bMK9nlgcPV3G3T4ufc88Y_qEPfiFcT4agsG-Wd_UPbiu5zzsNQG--bCYPkCh6z7ew-Q-7tDSvOX4h77uEXK8nnnuPXgx-z1St1c9_FCCPVFEfb4F2Nq-3mGEvWExzT77wW--W_qKvXWAjT5I8RM_Z_4Avqjrir4SvKK9KONPvpzxM7_FCmq96I0wvfijvj1jzas-EowtPkJ6_D3kb5a8ScKfvTCmCTuNP0e-fA6NOzZgMz_Ka9o9cAUIPsD9wb5bv_E908yDvo-tub5FjJ--qbMBPtu3kL6Ibtq-JpNqPhv12b6gNAW-a_3dvfG4xb5iyze-8UESvilfor4LiCG-2MmGPU22nT6H-9i-AvXTvRg_RD7hJ6G9GODAPI7BEb7LQ6s9YkqiPr-vDD5feMQ-XiqNvV3ZVz4RFh6_RvQIvmvwrL3ChH--OmNUvjN6yL6IeJ-7aOpPvvYbaz5HoYY_6YL9vNHjBT4Flp0-cfmovj__4z6gURe_MuSRPKIQsT73kIC-0jx5vv9gqL75Z6--DY_lvuxxoj0hjj89UewhvUM0qD6Vc3W-DcAAPOn6uL4_-wy_dJdqPu1C6z7oQVq-nOuXvn-4mj3ekTQ-OYGivtuTrD3qgls-RzK3vmKItb7m2lI9MHaYvQCTa75--KU-yOnHPgBQPrckx4S9ZYvBvg3b172YggQ-bxCePmMgc73mR808JsNbPm9cbL6EX-Y9xtXJPRQVmT0qgmo-tEwEPyToCT_C7o69r4x4vrgznzw6LhQ-pJ87PrVrvz2UZSC9c756vln-xL68vCu-EpjKPtkflL4o3669mrWDPn5fDT_ET_a9dKwtvmp4br29FwW-GWQUv1nDdr0P4ig8ii0kPl3W1z3nlwC-o0AYPu9qQT62piO-1ObMvXDIjb77Nq8-Cfc8PxExwz14chK9DJwbvlyT0j07rn6-P8kGv4IGPr74lRs-yAmXvpMHpb7EkRQ-8mvQvq_dE75Rtq29AvrFvtuI8L03CFK-S_-pvh7y8bxwAR48bZymPrjHib4e-Eu-idGDPqspBj0zbHO9ONqEvaqakz1caLM-mOIKPjYA7D6KN9e8Wn3HPZ6ZH7_qXvi9Dzf6vQLNFb6rAQ--LBnIvh6uHb7pqY6-0AqwPvkYhj8RAIk95HclPtuRYz5pMba-7I2-PqJUJb8os2O7QsEEP1Lymb7QDKy-MmG5vqt4377Pa-q-xPhePjFZYT3PM1W-wTfRPtfEL77IV-k8rlE0vvwWZL6HIK0-6PSvPpYzoL6ZdZW-RXYBPTfWTj6NM5S-xR9pPgANFD6u0OW-JJ8Kvw==', 'image': 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'timings': {'load': 0.807, 'detect_faces': 33.6, 'extract_faces': 108, 'load_det_predictor': 1270, 'load_landmark_detector': 82.8, 'load_normal_recog_net': 231}} {'faces': [{'landmarks': {'bounds': {'topLeft': [68.01, 50.6], 'bottomRight': [253.48, 288.63]}, 'landmarks': {'outline': [[59.32, 157.26], [62.03, 181.45], [66.94, 203.94], [73.89, 225.49], [84.28, 244.3], [102.37, 262.22], [123.39, 275.07], [147.07, 285.24], [175.53, 289.28], [201.11, 280.87], [217.19, 267.61], [230.08, 251.63], [241.93, 231.62], [248.14, 211.46], [251.98, 191.63], [252.84, 170.6], [250.71, 147.76]], 'left_brows': [[88.02, 136.06], [100.78, 128.05], [117.02, 124.49], [133.08, 125.04], [147.74, 127.9]], 'right_brows': [[191.8, 125.94], [203.84, 121.25], [216.55, 118.63], [229.4, 119.55], [238.71, 125.15]], 'nose_back': [[171.69, 150.04], [174.25, 165.12], [177.04, 179.98], [179.01, 193.18]], 'nostrils': [[157.66, 204.16], [166.81, 205.77], [177.02, 206.92], [186.0, 204.25], [192.85, 201.09]], 'left_eye': 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']}], 'timings': {'load': 2.9, 'detect_faces': 30.6, 'extract_faces': 116, 'load_det_predictor': 1270, 'load_landmark_detector': 82.8, 'load_normal_recog_net': 231}} {'app_1 x app_1': {'similarity': 1.0, 'timings': {'decode_a': 0.031, 'decode_b': 0.011, 'match': 16.8}}} {'app_1 x app_2[0]': {'similarity': 0.413, 'timings': {'decode_a': 0.132, 'decode_b': 0.108, 'match': 0.908}}} {'app_1 x app_2[1]': {'similarity': 0.439, 'timings': {'decode_a': 0.022, 'decode_b': 0.011, 'match': 0.165}}} {'app_2[0] x app_2[1]': {'similarity': 0.201, 'timings': {'decode_a': 0.014, 'decode_b': 0.01, 'match': 0.114}}} {'target3 x test6': {'similarity': 0.601, 'timings': {'decode_a': 0.04, 'decode_b': 0.023, 'match': 0.164}}} {'app_1 x target3': {'similarity': 0.333, 'timings': {'decode_a': 0.021, 'decode_b': 0.016, 'match': 0.171}}} {'app_2[0] x target3': {'similarity': 0.129, 'timings': {'decode_a': 0.023, 'decode_b': 0.016, 'match': 0.349}}} {'app_2[1] x target3': {'similarity': 0.408, 'timings': {'decode_a': 0.026, 'decode_b': 0.017, 'match': 0.221}}} {'app_1 x test6': {'similarity': 0.322, 'timings': {'decode_a': 0.022, 'decode_b': 0.017, 'match': 0.189}}} {'app_2[0] x test6': {'similarity': 0.061, 'timings': {'decode_a': 0.046, 'decode_b': 0.024, 'match': 0.218}}} {'app_2[1] x test6': {'similarity': 0.282, 'timings': {'decode_a': 0.023, 'decode_b': 0.05, 'match': 0.186}}} ```

6 may improve the results drastically. Even switching out the current model against a model stored in s3 may change the quality quite a bit. However it is unclear why the quality is poor and we need to find ways to improve the quality of the results.

We may be able to utilize Insightface

Questions: