# Memorization Detection on SD LAION Lexica COCO-2017 GPT-4 1000 prompts 1.4 (Evaluation) Source: [Memorization Detection on SD LAION Lexica COCO-2017 GPT-4 1000 prompts 1.4 (Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:12:17.646Z Evaluation of model memorization using a specific subset derived from Stable Diffusion 1.4, LAION, COCO-2017, and 1000 prompts generated by GPT-4, measured using AUC and TPR at 1% FPR. 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 | Memorization Detection | | Dataset (including any stated split) | SD LAION Lexica COCO-2017 GPT-4 1000 prompts 1.4 (Evaluation) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [AUC](): Higher is better; unit: SCALAR. - [TPR@1%FPR](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Broken Memories | 0.9997 | Not recorded | 6a0fe32af984739ed6739ece | | Jeon et al. | 0.9994 | Not recorded | 6a0fe32af984739ed6739ece | | Broken Memories | 0.9993 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | 0.9983 | Not recorded | 6a0fe32af984739ed6739ece | | Broken Memories | 0.9982 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | 0.9981 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | 0.9978 | Not recorded | 6a0fe32af984739ed6739ece | | Ren et al. | 0.9444 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | 0.0002 | Not recorded | 6a0fe32af984739ed6739ece | | Broken Memories | 0.0002 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | 0.0001 | Not recorded | 6a0fe32af984739ed6739ece | | Broken Memories | 0.0001 | Not recorded | 6a0fe32af984739ed6739ece | | Jeon et al. | 0 | Not recorded | 6a0fe32af984739ed6739ece | | Wen et al. | -0.0001 | Not recorded | 6a0fe32af984739ed6739ece | | Broken Memories | -0.0002 | Not recorded | 6a0fe32af984739ed6739ece | | Ren et al. | -0.0049 | Not recorded | 6a0fe32af984739ed6739ece | ### Broken Memories AUC: 0.9997. Result ID: 6a100fddfbc373592c08ea5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"All Steps"}. This record does not assert independent reproduction. ### Jeon et al. AUC: 0.9994. Result ID: 6a100fddfbc373592c08ea5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Broken Memories AUC: 0.9993. Result ID: 6a100fddfbc373592c08ea60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"Avg. on Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: 0.9983. Result ID: 6a100fddfbc373592c08ea54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Broken Memories AUC: 0.9982. Result ID: 6a100fddfbc373592c08ea5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: 0.9981. Result ID: 6a100fddfbc373592c08ea58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"Avg. on Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: 0.9978. Result ID: 6a100fddfbc373592c08ea56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"All Steps"}. This record does not assert independent reproduction. ### Ren et al. AUC: 0.9444. Result ID: 6a100fddfbc373592c08ea52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"DDIM","Step Interval":"All Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: 0.0002. Result ID: 6a100fddfbc373592c08ea55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Broken Memories AUC: 0.0002. Result ID: 6a100fddfbc373592c08ea61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"Avg. on Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: 0.0001. Result ID: 6a100fddfbc373592c08ea59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"Avg. on Steps"}. This record does not assert independent reproduction. ### Broken Memories AUC: 0.0001. Result ID: 6a100fddfbc373592c08ea5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"All Steps"}. This record does not assert independent reproduction. ### Jeon et al. AUC: 0. Result ID: 6a100fddfbc373592c08ea5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Wen et al. AUC: -0.0001. Result ID: 6a100fddfbc373592c08ea57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"All Steps"}. This record does not assert independent reproduction. ### Broken Memories AUC: -0.0002. Result ID: 6a100fddfbc373592c08ea5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"First 3 Steps"}. This record does not assert independent reproduction. ### Ren et al. AUC: -0.0049. Result ID: 6a100fddfbc373592c08ea53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scheduler":"PNDM","Step Interval":"All Steps"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.