| nohup: ignoring input |
| [eval_v14] Running inference on /home/aiserver/works/fingerprint/sifq/checkpoints_full_v14/last.pt ... |
| Loading checkpoint: /home/aiserver/works/fingerprint/sifq/checkpoints_full_v14/last.pt |
| Model loaded. Device: cuda |
| After excluding sensors {'R_500_slap', 'R_1000_slap', 'S_500_slap'}: 16061 records remain |
| Discovered 16061 records |
| 4000/16061 done |
| 8000/16061 done |
| 12000/16061 done |
| 16000/16061 done |
| Done. Scores saved to: /home/aiserver/works/fingerprint/sifq/eval_results/sifq_scores_v14.jsonl |
| [eval_v14] Inference done: /home/aiserver/works/fingerprint/sifq/eval_results/sifq_scores_v14.jsonl |
| [eval_v14] 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_v14.jsonl |
| After excluding sensors {'S_500_slap', 'R_500_slap', 'R_1000_slap'}: 16061 records remain |
| [Track 2] Computing sensor invariance... |
| Sensor invariance done. Mean KS=0.2628, Pearson=0.2936 |
| [Track 1] Skipped (--skip-track1) |
| [Track 4] Computing concept grounding (crosstalk matrix)... |
| Crosstalk matrix saved. |
|
|
| ============================================================ |
| EVALUATION SUMMARY |
| ============================================================ |
|
|
| Track 2 — Sensor Invariance: |
| SIFQ : Mean KS = 0.2628 Pearson = 0.2936 |
|
|
| Plots and JSON saved to: /home/aiserver/works/fingerprint/sifq/eval_results/v14 |
| Full summary: /home/aiserver/works/fingerprint/sifq/eval_results/v14/eval_summary.json |
| [eval_v14] Eval done. Results in /home/aiserver/works/fingerprint/sifq/eval_results/v14 |
| [eval_v14] Generating score milestone samples... |
| Saved → /home/aiserver/works/fingerprint/sifq/eval_results/v14/milestone_samples.png |
| [eval_v14] Milestone image: /home/aiserver/works/fingerprint/sifq/eval_results/v14/milestone_samples.png |
|
|
| === SUMMARY === |
| { |
| "track2_sensor_invariance": { |
| "SIFQ": { |
| "mean_ks_across_sensors": 0.2628, |
| "cross_sensor_pearson": 0.2936, |
| "n_sensor_pairs": 55, |
| "per_pair_ks": [ |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "R_500_slap-segmented", |
| "ks_stat": 0.12282608695652174, |
| "p_value": 1.825397095311001e-06 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "S_500_slap-segmented", |
| "ks_stat": 0.13900966183574878, |
| "p_value": 7.737648810657784e-09 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.17867391304347827, |
| "p_value": 4.708320649492573e-18 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.18478260869565216, |
| "p_value": 2.764747601345271e-19 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.17017391304347826, |
| "p_value": 2.0690813296296736e-16 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.17965217391304347, |
| "p_value": 3.009820844890931e-18 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.33390603085554, |
| "p_value": 3.4478993510246645e-46 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.4001096417996839, |
| "p_value": 4.246574954914477e-90 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.15638772326822944, |
| "p_value": 7.081838749586306e-14 |
| }, |
| { |
| "sensor_a": "R_1000_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.1906498363721365, |
| "p_value": 2.7394916736237e-07 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "S_500_slap-segmented", |
| "ks_stat": 0.030273752012882446, |
| "p_value": 0.7376186929768855 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.2815, |
| "p_value": 1.6832004382098917e-44 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.2956521739130435, |
| "p_value": 4.12160712775698e-49 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.27265217391304347, |
| "p_value": 9.713834151689691e-42 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.2901521739130435, |
| "p_value": 2.726534933048064e-47 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.22705703599812996, |
| "p_value": 2.1220005118420803e-21 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.5204473608050045, |
| "p_value": 1.4884686119572304e-155 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.20436704967374827, |
| "p_value": 1.918344629719745e-23 |
| }, |
| { |
| "sensor_a": "R_500_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.2297802711547452, |
| "p_value": 2.0732658693535617e-10 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "U_1000_roll", |
| "ks_stat": 0.2865740740740741, |
| "p_value": 2.878449138867446e-51 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.29907407407407405, |
| "p_value": 7.212343880716643e-56 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.2763888888888889, |
| "p_value": 1.1334552238088693e-47 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.2935740740740741, |
| "p_value": 8.096047314015808e-54 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.2204599761051374, |
| "p_value": 9.103395143675606e-22 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.5356289469192695, |
| "p_value": 1.415758452694375e-183 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.20936172402822226, |
| "p_value": 2.6881837423561144e-27 |
| }, |
| { |
| "sensor_a": "S_500_slap-segmented", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.22374551971326165, |
| "p_value": 3.178855411690911e-10 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "U_500_roll", |
| "ks_stat": 0.0235, |
| "p_value": 0.6388604192561329 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.0195, |
| "p_value": 0.8416360266077476 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.034, |
| "p_value": 0.1979604458696868 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.5009408602150538, |
| "p_value": 1.0476129612964617e-145 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.3701451612903226, |
| "p_value": 5.569993617190563e-121 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.143266548762001, |
| "p_value": 2.8225385035231216e-18 |
| }, |
| { |
| "sensor_a": "U_1000_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.23975627240143368, |
| "p_value": 7.339139145197891e-13 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "V_1000_roll", |
| "ks_stat": 0.0375, |
| "p_value": 0.12008880119724025 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.0195, |
| "p_value": 0.8416360266077476 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.5156182795698925, |
| "p_value": 7.980291160423107e-155 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.35870660522273423, |
| "p_value": 1.7764080440557753e-113 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.13980368873168267, |
| "p_value": 2.0162253471996686e-17 |
| }, |
| { |
| "sensor_a": "U_500_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.2602562724014337, |
| "p_value": 4.211834502565329e-15 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "V_500_roll", |
| "ks_stat": 0.0285, |
| "p_value": 0.3910873897562125 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.4931451612903226, |
| "p_value": 5.369498680241923e-141 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.35540450588837685, |
| "p_value": 2.3276061286601558e-111 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.14584082870136433, |
| "p_value": 6.341349465700464e-19 |
| }, |
| { |
| "sensor_a": "V_1000_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.2240931899641577, |
| "p_value": 2.8092872338301242e-11 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_K_500", |
| "ks_stat": 0.5101182795698924, |
| "p_value": 2.275146126479398e-151 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.34340450588837684, |
| "p_value": 7.649107812950562e-104 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.14867635169277413, |
| "p_value": 1.1865627608203203e-19 |
| }, |
| { |
| "sensor_a": "V_500_roll", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.24609318996415772, |
| "p_value": 1.55989183513058e-13 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_L_500", |
| "ks_stat": 0.7218125960061444, |
| "p_value": 1.52296e-319 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.40499220307856143, |
| "p_value": 1.921114052647102e-93 |
| }, |
| { |
| "sensor_a": "flat_K_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.38458781362007166, |
| "p_value": 7.115913980410288e-29 |
| }, |
| { |
| "sensor_a": "flat_L_500", |
| "sensor_b": "flat_M_500", |
| "ks_stat": 0.3756762959357949, |
| "p_value": 4.7027415663788684e-124 |
| }, |
| { |
| "sensor_a": "flat_L_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.5089605734767025, |
| "p_value": 1.2153178259691095e-58 |
| }, |
| { |
| "sensor_a": "flat_M_500", |
| "sensor_b": "flat_P_500", |
| "ks_stat": 0.14833348727951737, |
| "p_value": 3.659764122019412e-05 |
| } |
| ] |
| } |
| }, |
| "track4_concept_grounding": [ |
| { |
| "degradation": "blur", |
| "orientation_coherence": 0.10530563264081602, |
| "ridge_valley_clarity": -0.186651166279157, |
| "continuity": -0.003472586814670367, |
| "noise_level": 0.08311557788944725, |
| "contrast_uniformity": 0.21552388809720247, |
| "minutiae_reliability": 0.4978354458861472 |
| }, |
| { |
| "degradation": "noise", |
| "orientation_coherence": 0.0014370359258981476, |
| "ridge_valley_clarity": -0.1556333908347709, |
| "continuity": 0.027753693842346064, |
| "noise_level": -0.01928748218705468, |
| "contrast_uniformity": 0.14867921698042452, |
| "minutiae_reliability": 0.04998874971874298 |
| }, |
| { |
| "degradation": "jpeg", |
| "orientation_coherence": -0.17769744243606092, |
| "ridge_valley_clarity": -0.06697367434185855, |
| "continuity": -0.10044251106277657, |
| "noise_level": 0.07488037200930023, |
| "contrast_uniformity": -0.10624165604140104, |
| "minutiae_reliability": -0.09193729843246082 |
| }, |
| { |
| "degradation": "occlusion", |
| "orientation_coherence": 0.05512487812195306, |
| "ridge_valley_clarity": 0.041452036300907526, |
| "continuity": -0.12380259506487665, |
| "noise_level": 0.18244956123903103, |
| "contrast_uniformity": 0.0712247806195155, |
| "minutiae_reliability": 0.18316057901447538 |
| }, |
| { |
| "degradation": "dry_skin", |
| "orientation_coherence": 0.19106127653191335, |
| "ridge_valley_clarity": -0.2747138678466962, |
| "continuity": -0.5627480687017176, |
| "noise_level": -0.5564674116852921, |
| "contrast_uniformity": -0.6229925748143704, |
| "minutiae_reliability": 0.3567449186229656 |
| }, |
| { |
| "degradation": "wet_press", |
| "orientation_coherence": -0.2842376059401486, |
| "ridge_valley_clarity": -0.1288382209555239, |
| "continuity": 0.3646606165154129, |
| "noise_level": -0.15482037050926276, |
| "contrast_uniformity": 0.20265056626415662, |
| "minutiae_reliability": 0.5648841221030526 |
| } |
| ] |
| } |
