[ { "id": 26, "filename": "0016_006_02-12.png", "created_at": "2026-10-07T09:33:49.767789", "quality_score": 60.7, "quality_label": "DEFECTIVE", "confidence": 0.4392, "processing_time_ms": 349.2, "explanation": "Detected 1 surface anomaly, notably a CRACK_LIKE (high severity, 2257.0px\u00b2). Quality analysis identified Low contrast detected (Intensity standard deviation 28.8 < 30.0). Machine learning model classified image state as DEFECTIVE (Confidence: 43.9%).", "metrics": { "sharpness": 10797.409, "brightness": 136.4068, "contrast": 28.8216, "noise": 2.9652, "entropy": 6.4687, "saturation": 0.0, "edge_density": 0.4028 }, "defects": [ { "type": "CRACK_LIKE", "severity": "high", "confidence": 0.95, "area": 2257.0, "bbox": { "x": 33, "y": 28, "w": 136, "h": 228 } } ] }, { "id": 25, "filename": "dataset_scratch.png", "created_at": "2026-10-04T09:26:51.544416", "quality_score": 40.3, "quality_label": "DEFECTIVE", "confidence": 0.7566, "processing_time_ms": 371.7, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 3722.5px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (44.8 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 75.7%).", "metrics": { "sharpness": 3746.4376, "brightness": 44.802, "contrast": 14.7802, "noise": 2.9652, "entropy": 5.3123, "saturation": 0.1331, "edge_density": 0.3465 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 3722.5, "bbox": { "x": 0, "y": 250, "w": 84, "h": 83 } } ] }, { "id": 24, "filename": "noisy_928592104_d1ab5c4de4_c.jpg", "created_at": "2026-10-04T09:25:38.552167", "quality_score": 88.3, "quality_label": "ACCEPTABLE", "confidence": 0.5871, "processing_time_ms": 618.5, "explanation": "Image passed all inspection criteria with optimal sharpness, balanced exposure, minimal noise, and zero localized surface defects. Machine learning model classified state as ACCEPTABLE (Confidence: 58.7%).", "metrics": { "sharpness": 86565.5448, "brightness": 84.1757, "contrast": 61.8069, "noise": 2.9652, "entropy": 7.3436, "saturation": 0.0, "edge_density": 0.2995 }, "defects": [] }, { "id": 23, "filename": "0028_019_02-14.png", "created_at": "2026-09-25T19:35:16.846061", "quality_score": 80.3, "quality_label": "DEFECTIVE", "confidence": 0.7507, "processing_time_ms": 81.5, "explanation": "Quality analysis identified Low contrast detected (Intensity standard deviation 15.0 < 30.0). Machine learning model classified image state as DEGRADED (Confidence: 75.1%).", "metrics": { "sharpness": 5446.6845, "brightness": 141.6717, "contrast": 15.0036, "noise": 4.4478, "entropy": 5.937, "saturation": 0.0, "edge_density": 0.3383 }, "defects": [] }, { "id": 22, "filename": "0016_006_02-12.png", "created_at": "2026-09-25T19:34:16.843504", "quality_score": 60.7, "quality_label": "DEFECTIVE", "confidence": 0.4392, "processing_time_ms": 82.5, "explanation": "Detected 1 surface anomaly, notably a CRACK_LIKE (high severity, 2257.0px\u00b2). Quality analysis identified Low contrast detected (Intensity standard deviation 28.8 < 30.0). Machine learning model classified image state as DEFECTIVE (Confidence: 43.9%).", "metrics": { "sharpness": 10797.409, "brightness": 136.4068, "contrast": 28.8216, "noise": 2.9652, "entropy": 6.4687, "saturation": 0.0, "edge_density": 0.4028 }, "defects": [ { "type": "CRACK_LIKE", "severity": "high", "confidence": 0.95, "area": 2257.0, "bbox": { "x": 33, "y": 28, "w": 136, "h": 228 } } ] }, { "id": 21, "filename": "dataset_scratch.png", "created_at": "2026-09-25T19:33:48.249312", "quality_score": 40.3, "quality_label": "DEFECTIVE", "confidence": 0.7566, "processing_time_ms": 240.9, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 3722.5px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (44.8 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 75.7%).", "metrics": { "sharpness": 3746.4376, "brightness": 44.802, "contrast": 14.7802, "noise": 2.9652, "entropy": 5.3123, "saturation": 0.1331, "edge_density": 0.3465 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 3722.5, "bbox": { "x": 0, "y": 250, "w": 84, "h": 83 } } ] }, { "id": 20, "filename": "dataset_contamination.png", "created_at": "2026-09-25T19:33:32.940885", "quality_score": 64.1, "quality_label": "DEFECTIVE", "confidence": 0.5928, "processing_time_ms": 272.8, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (43.7 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 59.3%).", "metrics": { "sharpness": 1720.8726, "brightness": 43.6712, "contrast": 7.2444, "noise": 2.9652, "entropy": 4.7841, "saturation": 0.1282, "edge_density": 0.2854 }, "defects": [] }, { "id": 19, "filename": "dataset_blemish.png", "created_at": "2026-09-25T19:33:11.338012", "quality_score": 49.6, "quality_label": "DEFECTIVE", "confidence": 0.7416, "processing_time_ms": 248.1, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 894.0px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (46.3 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 74.2%).", "metrics": { "sharpness": 2717.2986, "brightness": 46.3066, "contrast": 10.9891, "noise": 2.9652, "entropy": 5.2672, "saturation": 0.1183, "edge_density": 0.3403 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 894.0, "bbox": { "x": 0, "y": 275, "w": 39, "h": 41 } } ] }, { "id": 18, "filename": "dataset_crack.png", "created_at": "2026-09-25T19:32:48.244419", "quality_score": 66.9, "quality_label": "DEFECTIVE", "confidence": 0.8586, "processing_time_ms": 272.5, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (49.9 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 85.9%).", "metrics": { "sharpness": 2413.4239, "brightness": 49.9211, "contrast": 10.04, "noise": 2.9652, "entropy": 5.3016, "saturation": 0.1068, "edge_density": 0.312 }, "defects": [] }, { "id": 17, "filename": "dataset_scratch.png", "created_at": "2026-09-25T19:32:35.044489", "quality_score": 40.3, "quality_label": "DEFECTIVE", "confidence": 0.7566, "processing_time_ms": 496.7, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 3722.5px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (44.8 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 75.7%).", "metrics": { "sharpness": 3746.4376, "brightness": 44.802, "contrast": 14.7802, "noise": 2.9652, "entropy": 5.3123, "saturation": 0.1331, "edge_density": 0.3465 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 3722.5, "bbox": { "x": 0, "y": 250, "w": 84, "h": 83 } } ] }, { "id": 16, "filename": "dataset_clean.png", "created_at": "2026-09-25T19:32:15.940937", "quality_score": 65.9, "quality_label": "DEFECTIVE", "confidence": 0.7985, "processing_time_ms": 260.0, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (41.1 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 79.8%).", "metrics": { "sharpness": 1853.6211, "brightness": 41.094, "contrast": 11.5964, "noise": 2.9652, "entropy": 5.5227, "saturation": 0.1358, "edge_density": 0.3279 }, "defects": [] }, { "id": 15, "filename": "0001_000_01-3.png", "created_at": "2026-09-25T19:29:36.739605", "quality_score": 77.7, "quality_label": "DEFECTIVE", "confidence": 0.9707, "processing_time_ms": 125.6, "explanation": "Quality analysis identified Low contrast detected (Intensity standard deviation 11.6 < 30.0). Machine learning model classified image state as DEGRADED (Confidence: 97.1%).", "metrics": { "sharpness": 5396.3371, "brightness": 108.9638, "contrast": 11.5545, "noise": 4.4478, "entropy": 5.5728, "saturation": 0.0, "edge_density": 0.2825 }, "defects": [] }, { "id": 14, "filename": "0003_002_00-15.png", "created_at": "2026-09-25T19:27:30.352609", "quality_score": 70.0, "quality_label": "DEFECTIVE", "confidence": 0.7784, "processing_time_ms": 1144.7, "explanation": "Quality analysis identified Low contrast detected (Intensity standard deviation 17.1 < 30.0). Machine learning model classified image state as DEGRADED (Confidence: 77.8%).", "metrics": { "sharpness": 29045.4733, "brightness": 87.6148, "contrast": 17.1184, "noise": 10.3782, "entropy": 6.1104, "saturation": 0.0, "edge_density": 0.3199 }, "defects": [] }, { "id": 13, "filename": "sample_underexposed.png", "created_at": "2026-09-23T20:13:54.509376", "quality_score": 49.6, "quality_label": "DEFECTIVE", "confidence": 0.9262, "processing_time_ms": 39.7, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (13.9 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEFECTIVE (Confidence: 92.6%).", "metrics": { "sharpness": 230.2791, "brightness": 13.9297, "contrast": 4.0425, "noise": 1.4826, "entropy": 3.9978, "saturation": 0.1392, "edge_density": 0.3017 }, "defects": [] }, { "id": 12, "filename": "sample_scratched.png", "created_at": "2026-09-23T20:13:54.448993", "quality_score": 40.3, "quality_label": "DEFECTIVE", "confidence": 0.7566, "processing_time_ms": 39.2, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 3722.5px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (44.8 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 75.7%).", "metrics": { "sharpness": 3746.4376, "brightness": 44.802, "contrast": 14.7802, "noise": 2.9652, "entropy": 5.3123, "saturation": 0.1331, "edge_density": 0.3465 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 3722.5, "bbox": { "x": 0, "y": 250, "w": 84, "h": 83 } } ] }, { "id": 11, "filename": "sample_overexposed.png", "created_at": "2026-09-23T20:13:54.389289", "quality_score": 83.9, "quality_label": "DEGRADED", "confidence": 0.9202, "processing_time_ms": 40.3, "explanation": "Quality analysis identified Low contrast detected (Intensity standard deviation 18.5 < 30.0). Machine learning model classified image state as DEGRADED (Confidence: 92.0%).", "metrics": { "sharpness": 4715.4253, "brightness": 125.3506, "contrast": 18.5433, "noise": 4.4478, "entropy": 6.1979, "saturation": 0.0715, "edge_density": 0.1594 }, "defects": [] }, { "id": 10, "filename": "sample_noisy.png", "created_at": "2026-09-23T20:13:54.328198", "quality_score": 60.7, "quality_label": "DEGRADED", "confidence": 0.7376, "processing_time_ms": 40.7, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (43.0 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 73.8%).", "metrics": { "sharpness": 36237.113, "brightness": 43.0241, "contrast": 23.0962, "noise": 13.3434, "entropy": 6.5136, "saturation": 0.7561, "edge_density": 0.3753 }, "defects": [] }, { "id": 9, "filename": "sample_low_contrast.png", "created_at": "2026-09-23T20:13:54.266964", "quality_score": 63.7, "quality_label": "DEFECTIVE", "confidence": 0.8697, "processing_time_ms": 36.4, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (50.6 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 87.0%).", "metrics": { "sharpness": 956.4914, "brightness": 50.6317, "contrast": 8.1614, "noise": 0.0, "entropy": 0.9941, "saturation": 0.2343, "edge_density": 0.033 }, "defects": [] }, { "id": 8, "filename": "sample_good.png", "created_at": "2026-09-23T20:13:54.224023", "quality_score": 65.9, "quality_label": "DEFECTIVE", "confidence": 0.7985, "processing_time_ms": 39.7, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (41.1 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 79.8%).", "metrics": { "sharpness": 1853.6211, "brightness": 41.094, "contrast": 11.5964, "noise": 2.9652, "entropy": 5.5227, "saturation": 0.1358, "edge_density": 0.3279 }, "defects": [] }, { "id": 7, "filename": "sample_defect_5.png", "created_at": "2026-09-23T20:13:54.164025", "quality_score": 65.2, "quality_label": "DEFECTIVE", "confidence": 0.6891, "processing_time_ms": 41.5, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (45.4 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 68.9%).", "metrics": { "sharpness": 1955.8757, "brightness": 45.4094, "contrast": 8.4617, "noise": 2.9652, "entropy": 5.092, "saturation": 0.117, "edge_density": 0.3421 }, "defects": [] }, { "id": 6, "filename": "sample_defect_4.png", "created_at": "2026-09-23T20:13:54.100700", "quality_score": 47.6, "quality_label": "DEFECTIVE", "confidence": 0.8576, "processing_time_ms": 37.6, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 1163.0px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (44.2 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 85.8%).", "metrics": { "sharpness": 2033.3578, "brightness": 44.1955, "contrast": 12.5356, "noise": 2.9652, "entropy": 4.9661, "saturation": 0.1226, "edge_density": 0.3142 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 1163.0, "bbox": { "x": 143, "y": 161, "w": 56, "h": 43 } } ] }, { "id": 5, "filename": "sample_crack_like.png", "created_at": "2026-09-23T20:13:54.042740", "quality_score": 66.9, "quality_label": "DEFECTIVE", "confidence": 0.8586, "processing_time_ms": 39.6, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (49.9 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 85.9%).", "metrics": { "sharpness": 2413.4239, "brightness": 49.9211, "contrast": 10.04, "noise": 2.9652, "entropy": 5.3016, "saturation": 0.1068, "edge_density": 0.312 }, "defects": [] }, { "id": 4, "filename": "sample_contamination.png", "created_at": "2026-09-23T20:13:53.982516", "quality_score": 64.1, "quality_label": "DEFECTIVE", "confidence": 0.5928, "processing_time_ms": 39.2, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (43.7 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 59.3%).", "metrics": { "sharpness": 1720.8726, "brightness": 43.6712, "contrast": 7.2444, "noise": 2.9652, "entropy": 4.7841, "saturation": 0.1282, "edge_density": 0.2854 }, "defects": [] }, { "id": 3, "filename": "sample_clean_2.png", "created_at": "2026-09-23T20:13:53.922969", "quality_score": 65.5, "quality_label": "DEFECTIVE", "confidence": 0.7116, "processing_time_ms": 41.3, "explanation": "Quality analysis identified Image is underexposed with low mean luminance (45.0 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 71.2%).", "metrics": { "sharpness": 2316.3173, "brightness": 44.9778, "contrast": 9.1154, "noise": 2.9652, "entropy": 5.2082, "saturation": 0.1196, "edge_density": 0.3547 }, "defects": [] }, { "id": 2, "filename": "sample_blurred.png", "created_at": "2026-09-23T20:13:53.861645", "quality_score": 32.7, "quality_label": "DEFECTIVE", "confidence": 0.7357, "processing_time_ms": 37.2, "explanation": "Quality analysis identified Significant blur detected (Laplacian variance 7.6 < 80.0). Image lacks fine edge details. Machine learning model classified image state as DEFECTIVE (Confidence: 73.6%).", "metrics": { "sharpness": 7.5923, "brightness": 41.1394, "contrast": 8.8965, "noise": 0.0, "entropy": 4.6181, "saturation": 0.077, "edge_density": 0.0 }, "defects": [] }, { "id": 1, "filename": "sample_blemish.png", "created_at": "2026-09-23T20:13:53.804633", "quality_score": 49.6, "quality_label": "DEFECTIVE", "confidence": 0.7416, "processing_time_ms": 168.0, "explanation": "Detected 1 surface anomaly, notably a CONTAMINATION_LIKE (high severity, 894.0px\u00b2). Quality analysis identified Image is underexposed with low mean luminance (46.3 < 60.0). Shadow clipping likely. Machine learning model classified image state as DEGRADED (Confidence: 74.2%).", "metrics": { "sharpness": 2717.2986, "brightness": 46.3066, "contrast": 10.9891, "noise": 2.9652, "entropy": 5.2672, "saturation": 0.1183, "edge_density": 0.3403 }, "defects": [ { "type": "CONTAMINATION_LIKE", "severity": "high", "confidence": 0.9, "area": 894.0, "bbox": { "x": 0, "y": 275, "w": 39, "h": 41 } } ] } ]