# Image Reconstruction on CelebA-HQ (FDFR, ISM, FID) Source: [Image Reconstruction on CelebA-HQ (FDFR, ISM, FID)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:54:59.837Z Evaluation of image reconstruction models on the CelebA-HQ dataset, specifically reporting FDFR, ISM, and FID scores. 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 | Image Reconstruction | | Dataset (including any stated split) | CelebA-HQ | | Metric | FDFR | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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 - [FDFR](): Lower is better; unit: SCALAR. - [ISM](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | FDFR | Result date | Report paper | | --- | --- | --- | --- | | w/o atk | 0.036 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 0.04 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 0.0684 | Not recorded | 6a28f33f90966ade919c1717 | | Gaussian Noise | 0.0812 | Not recorded | 6a28f33f90966ade919c1717 | | Gaussian Noise | 0.0828 | Not recorded | 6a28f33f90966ade919c1717 | | w/o atk | 0.0836 | Not recorded | 6a28f33f90966ade919c1717 | | Gaussian Noise | 0.0871 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 0.0896 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.0988 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.1012 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 0.1024 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.1029 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 0.1036 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.1056 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.106 | Not recorded | 6a28f33f90966ade919c1717 | | Gaussian Noise | 0.1067 | Not recorded | 6a28f33f90966ade919c1717 | | Gaussian Noise | 0.1076 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 0.1084 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 0.1104 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 0.114 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 0.1204 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 0.1276 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 0.134 | Not recorded | 6a28f33f90966ade919c1717 | | w/o atk | 0.1408 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 0.1476 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 0.1528 | Not recorded | 6a28f33f90966ade919c1717 | | w/o atk | 0.1544 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 0.158 | Not recorded | 6a28f33f90966ade919c1717 | | w/o atk | 0.1636 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 0.1672 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 0.1736 | Not recorded | 6a28f33f90966ade919c1717 | | w/o atk | 0.2016 | Not recorded | 6a28f33f90966ade919c1717 | ### w/o atk FDFR: 0.036. Result ID: 6a2a5b02fbc373592c26dcdb. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### IMPRESS FDFR: 0.04. Result ID: 6a2a5b02fbc373592c26dce7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### IMPRESS FDFR: 0.0684. Result ID: 6a2a5b02fbc373592c26dce6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### Gaussian Noise FDFR: 0.0812. Result ID: 6a2a5b02fbc373592c26dce0. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### Gaussian Noise FDFR: 0.0828. Result ID: 6a2a5b02fbc373592c26dce1. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### w/o atk FDFR: 0.0836. Result ID: 6a2a5b02fbc373592c26dcdd. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### Gaussian Noise FDFR: 0.0871. Result ID: 6a2a5b02fbc373592c26dce2. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### IMPRESS FDFR: 0.0896. Result ID: 6a2a5b02fbc373592c26dce5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.0988. Result ID: 6a2a5b02fbc373592c26dcf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.1012. Result ID: 6a2a5b02fbc373592c26dcf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### DiffPure FDFR: 0.1024. Result ID: 6a2a5b02fbc373592c26dcea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.1029. Result ID: 6a2a5b02fbc373592c26dcf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"None"}. This record does not assert independent reproduction. ### GrIDPure FDFR: 0.1036. Result ID: 6a2a5b02fbc373592c26dcf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.1056. Result ID: 6a2a5b02fbc373592c26dcf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.106. Result ID: 6a2a5b02fbc373592c26dcf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. ### Gaussian Noise FDFR: 0.1067. Result ID: 6a2a5b02fbc373592c26dce4. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### Gaussian Noise FDFR: 0.1076. Result ID: 6a2a5b02fbc373592c26dce3. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. ### TS-LFO FDFR: 0.1084. Result ID: 6a2a5b02fbc373592c26dcf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### DiffPure FDFR: 0.1104. Result ID: 6a2a5b02fbc373592c26dced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. ### DiffPure FDFR: 0.114. Result ID: 6a2a5b02fbc373592c26dceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### IMPRESS FDFR: 0.1204. Result ID: 6a2a5b02fbc373592c26dce9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### IMPRESS FDFR: 0.1276. Result ID: 6a2a5b02fbc373592c26dce8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. ### GrIDPure FDFR: 0.134. Result ID: 6a2a5b02fbc373592c26dcf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. ### w/o atk FDFR: 0.1408. Result ID: 6a2a5b02fbc373592c26dcda. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"None"}. This record does not assert independent reproduction. ### GrIDPure FDFR: 0.1476. Result ID: 6a2a5b02fbc373592c26dcf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### DiffPure FDFR: 0.1528. Result ID: 6a2a5b02fbc373592c26dcee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### w/o atk FDFR: 0.1544. Result ID: 6a2a5b02fbc373592c26dcdc. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### DiffPure FDFR: 0.158. Result ID: 6a2a5b02fbc373592c26dcec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### w/o atk FDFR: 0.1636. Result ID: 6a2a5b02fbc373592c26dcdf. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"DisDiff"}. This record does not assert independent reproduction. ### GrIDPure FDFR: 0.1672. Result ID: 6a2a5b02fbc373592c26dcef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"PhotoGuard"}. This record does not assert independent reproduction. ### GrIDPure FDFR: 0.1736. Result ID: 6a2a5b02fbc373592c26dcf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protection Method":"AdvDM"}. This record does not assert independent reproduction. ### w/o atk FDFR: 0.2016. Result ID: 6a2a5b02fbc373592c26dcde. [Reporting paper]() Recorded evaluation configuration: {"Protection Method":"SimAC"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.