| nohup: ignoring input |
| [auto-eval] Training done. Starting eval v15... |
| [eval_v15] Scores file already exists: /home/aiserver/works/fingerprint/sifq/eval_results/sifq_scores_v15.jsonl (skipping inference) |
| [eval_v15] Running evaluation (Track 2 + Track 4, exclude: R_1000_slap,R_500_slap,S_500_slap)... |
| Loaded 16061 SIFQ score records from /home/aiserver/works/fingerprint/sifq/eval_results/sifq_scores_v15.jsonl |
| After excluding sensors {'R_500_slap', 'S_500_slap', 'R_1000_slap'}: 16061 records remain |
| [Track 2] Computing sensor invariance... |
| Sensor invariance done. Mean KS=0.2758, Pearson=0.0102 |
| [Track 1] Skipped (--skip-track1) |
| [Track 4] Computing concept grounding (crosstalk matrix)... |
| Crosstalk matrix saved. |
|
|
| ============================================================ |
| EVALUATION SUMMARY |
| ============================================================ |
|
|
| Track 2 — Sensor Invariance: |
| SIFQ : Mean KS = 0.2758 Pearson = 0.0102 |
|
|
| Plots and JSON saved to: /home/aiserver/works/fingerprint/sifq/eval_results/v15 |
| Full summary: /home/aiserver/works/fingerprint/sifq/eval_results/v15/eval_summary.json |
| [eval_v15] Eval done. Results in /home/aiserver/works/fingerprint/sifq/eval_results/v15 |
| [eval_v15] Generating score milestone samples... |
| Saved → /home/aiserver/works/fingerprint/sifq/eval_results/v15/milestone_samples.png |
| [eval_v15] Milestone image: /home/aiserver/works/fingerprint/sifq/eval_results/v15/milestone_samples.png |
|
|
| === SUMMARY === |
| { |
| "track2_sensor_invariance": { |
| "SIFQ": { |
| "mean_ks_across_sensors": 0.2758, |
| "cross_sensor_pearson": 0.0102, |
| "n_sensor_pairs": 55, |
| "per_pair_ks": [ |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "R_500_slap-segmented", |
| "ks_stat": 0.1956521739130435, |
| "p_value": 8.235283034486682e-16 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "S_500_slap-segmented", |
| "ks_stat": 0.24786634460547505, |
| "p_value": 2.707048585536307e-27 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.31021739130434783, |
| "p_value": 4.144741182401026e-54 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.3022608695652174, |
| "p_value": 2.3951504814504498e-51 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.30193478260869566, |
| "p_value": 3.096606159254678e-51 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.2957173913043478, |
| "p_value": 3.91977202527518e-49 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.42883356708742404, |
| "p_value": 7.397372908294568e-77 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.129702353124513, |
| "p_value": 1.2354669559379724e-09 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.11753740360744337, |
| "p_value": 5.089246914134077e-08 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.26438366838086336, |
| "p_value": 1.1313888185702498e-13 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "S_500_slap-segmented", |
| "ks_stat": 0.10217391304347827, |
| "p_value": 5.6642481119749134e-05 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.31919565217391305, |
| "p_value": 2.5613870347909175e-57 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.313, |
| "p_value": 4.299837561304686e-55 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.31219565217391304, |
| "p_value": 8.296058919350518e-55 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.31067391304347824, |
| "p_value": 2.8621936700367396e-54 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.31145395044413277, |
| "p_value": 3.695511535560928e-40 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.31515839622431485, |
| "p_value": 1.8914468498915753e-55 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.2127210712481051, |
| "p_value": 2.239263714085732e-25 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.08059061866916005, |
| "p_value": 0.1161963168483279 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.3885925925925926, |
| "p_value": 4.601789352591925e-95 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.38222222222222224, |
| "p_value": 6.662142038642046e-92 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.3854074074074074, |
| "p_value": 1.7805905942970445e-93 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.38375925925925924, |
| "p_value": 1.1650494947174228e-92 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.40964755077658305, |
| "p_value": 1.4260293315318605e-75 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.36068015019627925, |
| "p_value": 5.777075796471899e-81 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.28261701570190706, |
| "p_value": 1.1410604754824456e-49 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.15400238948626047, |
| "p_value": 4.633721685356412e-05 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.0175, |
| "p_value": 0.9194667579636621 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.0355, |
| "p_value": 0.1607718238327084 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.026, |
| "p_value": 0.5085995252205004 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.43312903225806454, |
| "p_value": 1.1642901081917572e-107 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.42855017921146954, |
| "p_value": 2.10283400111017e-163 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.20989565437089439, |
| "p_value": 7.475868071809541e-39 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.30397132616487454, |
| "p_value": 1.5619059788311588e-20 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.0445, |
| "p_value": 0.03809482444605752 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.0355, |
| "p_value": 0.1607718238327084 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.433252688172043, |
| "p_value": 1.0048453247078926e-107 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.41636968766001026, |
| "p_value": 5.6065785193228096e-154 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.1978956543708944, |
| "p_value": 1.4647343608260169e-34 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.30397132616487454, |
| "p_value": 1.5619059788311588e-20 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.0155, |
| "p_value": 0.9699601425241099 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.4103709677419355, |
| "p_value": 2.477306073126224e-96 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.4145501792114695, |
| "p_value": 1.3485029577857744e-152 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.19998054573016674, |
| "p_value": 2.7455827250761225e-35 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.28597132616487453, |
| "p_value": 3.462559128288005e-18 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.4133709677419355, |
| "p_value": 8.715926795972251e-98 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.4089605734767025, |
| "p_value": 2.144271966273983e-148 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.19301237998989387, |
| "p_value": 6.889274780498059e-33 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.29147132616487453, |
| "p_value": 6.901341049963146e-19 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.5450588837685612, |
| "p_value": 9.251254266940928e-173 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.38589110390280745, |
| "p_value": 1.238909010371283e-84 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.2745519713261649, |
| "p_value": 9.707526158095224e-15 |
| }, |
| { |
| "sensor_a": "flat_L_500", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.2234628473523973, |
| "p_value": 1.6676353260352437e-43 |
| }, |
| { |
| "sensor_a": "flat_L_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.3819764464925755, |
| "p_value": 2.223627670451141e-32 |
| }, |
| { |
| "sensor_a": "flat_M_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.22229285635372123, |
| "p_value": 4.345468349477648e-11 |
| } |
| ] |
| } |
| }, |
| "track4_concept_grounding": [ |
| { |
| "degradation": "blur", |
| "orientation_coherence": 0.4020940523513088, |
| "ridge_valley_clarity": -0.32084902122553066, |
| "continuity": -0.35434185854646366, |
| "noise_level": 0.3573434335858397, |
| "contrast_uniformity": 0.04219305482637067, |
| "minutiae_reliability": -0.43128178204455114 |
| }, |
| { |
| "degradation": "noise", |
| "orientation_coherence": 0.35493137328433216, |
| "ridge_valley_clarity": 0.05185479636990925, |
| "continuity": 0.08798919972999326, |
| "noise_level": 0.2759258981474537, |
| "contrast_uniformity": -0.1482532063301583, |
| "minutiae_reliability": -0.3333068326708168 |
| }, |
| { |
| "degradation": "jpeg", |
| "orientation_coherence": 0.16052651316282912, |
| "ridge_valley_clarity": -0.08102602565064128, |
| "continuity": -0.06024900622515564, |
| "noise_level": 0.04200705017625441, |
| "contrast_uniformity": 0.007350183754593865, |
| "minutiae_reliability": -0.18946073651841297 |
| }, |
| { |
| "degradation": "occlusion", |
| "orientation_coherence": 0.34955823895597393, |
| "ridge_valley_clarity": -0.3255066376659417, |
| "continuity": -0.38705767644191114, |
| "noise_level": 0.3014625365634141, |
| "contrast_uniformity": 0.11785794644866125, |
| "minutiae_reliability": -0.3222545563639091 |
| }, |
| { |
| "degradation": "dry_skin", |
| "orientation_coherence": 0.5014640366009151, |
| "ridge_valley_clarity": -0.241489537238431, |
| "continuity": 0.2053236330908273, |
| "noise_level": -0.3975309382734569, |
| "contrast_uniformity": 0.2026970674266857, |
| "minutiae_reliability": -0.2474341858546464 |
| }, |
| { |
| "degradation": "wet_press", |
| "orientation_coherence": 0.2921818045451137, |
| "ridge_valley_clarity": -0.4870486762169055, |
| "continuity": -0.5302722568064202, |
| "noise_level": 0.28875271881797043, |
| "contrast_uniformity": -0.05011475286882173, |
| "minutiae_reliability": -0.3987369684242107 |
| } |
| ] |
| } |
