# Object Detection Calibration on VOC MIX Source: [Object Detection Calibration on VOC MIX]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:08:38.027Z Evaluation of Object Detection Calibration performance on the VOC MIX dataset, reporting specialized metrics like TVD, LUE, and FNE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Object Detection Calibration | | Dataset (including any stated split) | VOC MIX | | Metric | TVD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [TVD](): Lower is better; unit: SCALAR. - [TVD (FP)](): Lower is better; unit: SCALAR. - [LUE](): Lower is better; unit: SCALAR. - [FNE](): Lower is better; unit: SCALAR. - [Mean Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | TVD | Result date | Report paper | | --- | --- | --- | --- | | FRCNN-G† | 38.6 | Not recorded | 6a15293adbd7150506f7e0af | | FRCNN-DE | 40.3 | Not recorded | 6a15293adbd7150506f7e0af | | FRCNN | 41.8 | Not recorded | 6a15293adbd7150506f7e0af | | YOLOX-DE | 47.8 | Not recorded | 6a15293adbd7150506f7e0af | | FRCNN-G | 49.6 | Not recorded | 6a15293adbd7150506f7e0af | | YOLOX-G | 53 | Not recorded | 6a15293adbd7150506f7e0af | | YOLOX-G† | 55.2 | Not recorded | 6a15293adbd7150506f7e0af | | YOLOX | 57 | Not recorded | 6a15293adbd7150506f7e0af | | RetinaNet-DE | 60.4 | Not recorded | 6a15293adbd7150506f7e0af | | RetinaNet-G | 64.1 | Not recorded | 6a15293adbd7150506f7e0af | | RetinaNet-G† | 64.6 | Not recorded | 6a15293adbd7150506f7e0af | | RetinaNet | 66.2 | Not recorded | 6a15293adbd7150506f7e0af | ### FRCNN-G† TVD: 38.6. Result ID: 6a1562e5fbc373592c0d027f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"Faster R-CNN","Variant":"Proposed framework"}. This record does not assert independent reproduction. ### FRCNN-DE TVD: 40.3. Result ID: 6a1562e5fbc373592c0d027d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"Faster R-CNN","Variant":"DE"}. This record does not assert independent reproduction. ### FRCNN TVD: 41.8. Result ID: 6a1562e5fbc373592c0d027c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Detector":"Faster R-CNN"}. This record does not assert independent reproduction. ### YOLOX-DE TVD: 47.8. Result ID: 6a1562e5fbc373592c0d0285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"YOLOX","Variant":"DE"}. This record does not assert independent reproduction. ### FRCNN-G TVD: 49.6. Result ID: 6a1562e5fbc373592c0d027e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"Faster R-CNN","Variant":"Gaussian"}. This record does not assert independent reproduction. ### YOLOX-G TVD: 53. Result ID: 6a1562e5fbc373592c0d0286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"YOLOX","Variant":"Gaussian"}. This record does not assert independent reproduction. ### YOLOX-G† TVD: 55.2. Result ID: 6a1562e5fbc373592c0d0287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"YOLOX","Variant":"Proposed framework"}. This record does not assert independent reproduction. ### YOLOX TVD: 57. Result ID: 6a1562e5fbc373592c0d0284. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Detector":"YOLOX"}. This record does not assert independent reproduction. ### RetinaNet-DE TVD: 60.4. Result ID: 6a1562e5fbc373592c0d0281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"RetinaNet","Variant":"DE"}. This record does not assert independent reproduction. ### RetinaNet-G TVD: 64.1. Result ID: 6a1562e5fbc373592c0d0282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"RetinaNet","Variant":"Gaussian"}. This record does not assert independent reproduction. ### RetinaNet-G† TVD: 64.6. Result ID: 6a1562e5fbc373592c0d0283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"RetinaNet","Variant":"Proposed framework"}. This record does not assert independent reproduction. ### RetinaNet TVD: 66.2. Result ID: 6a1562e5fbc373592c0d0280. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Detector":"RetinaNet"}. This record does not assert independent reproduction. Page 1 of 1. 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