# Subject-driven Image Generation (DreamBooth) on LSUN cat 2015 (test) Source: [Subject-driven Image Generation (DreamBooth) on LSUN cat 2015 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:54:59.603Z Evaluation of subject-driven image generation models (using the DreamBooth methodology) tested on the LSUN Cat dataset, 2015 test split, assessed via metrics like FID. 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 | Subject-driven Image Generation (DreamBooth) | | Dataset (including any stated split) | LSUN cat 2015 (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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 - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | DreamBooth | 234.52 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 243.62 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 244.12 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 247.57 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 248.47 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 249.28 | Not recorded | 6a28f33f90966ade919c1717 | | TS-LFO | 249.94 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 251.37 | Not recorded | 6a28f33f90966ade919c1717 | | DiffPure | 255.95 | Not recorded | 6a28f33f90966ade919c1717 | | Noise | 261.42 | Not recorded | 6a28f33f90966ade919c1717 | | Noise | 267.39 | Not recorded | 6a28f33f90966ade919c1717 | | Noise | 274.19 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 274.79 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 280.06 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 287.11 | Not recorded | 6a28f33f90966ade919c1717 | | GrIDPure | 319.12 | Not recorded | 6a28f33f90966ade919c1717 | | DreamBooth | 327.16 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 330.64 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 333.06 | Not recorded | 6a28f33f90966ade919c1717 | | Noise | 334.16 | Not recorded | 6a28f33f90966ade919c1717 | | DreamBooth | 339.78 | Not recorded | 6a28f33f90966ade919c1717 | | DreamBooth | 362.01 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 364.37 | Not recorded | 6a28f33f90966ade919c1717 | | IMPRESS | 398.4 | Not recorded | 6a28f33f90966ade919c1717 | | DreamBooth | 401.08 | Not recorded | 6a28f33f90966ade919c1717 | ### DreamBooth FID: 234.52. Result ID: 6a2a5b02fbc373592c26dc74. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"None"}. This record does not assert independent reproduction. ### TS-LFO FID: 243.62. Result ID: 6a2a5b02fbc373592c26dc7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### TS-LFO FID: 244.12. Result ID: 6a2a5b02fbc373592c26dc8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### TS-LFO FID: 247.57. Result ID: 6a2a5b02fbc373592c26dc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### DiffPure FID: 248.47. Result ID: 6a2a5b02fbc373592c26dc8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### DiffPure FID: 249.28. Result ID: 6a2a5b02fbc373592c26dc78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### TS-LFO FID: 249.94. Result ID: 6a2a5b02fbc373592c26dc80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. ### DiffPure FID: 251.37. Result ID: 6a2a5b02fbc373592c26dc84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### DiffPure FID: 255.95. Result ID: 6a2a5b02fbc373592c26dc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. ### Noise FID: 261.42. Result ID: 6a2a5b02fbc373592c26dc88. [Reporting paper]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### Noise FID: 267.39. Result ID: 6a2a5b02fbc373592c26dc76. [Reporting paper]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### Noise FID: 274.19. Result ID: 6a2a5b02fbc373592c26dc82. [Reporting paper]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### GrIDPure FID: 274.79. Result ID: 6a2a5b02fbc373592c26dc79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### GrIDPure FID: 280.06. Result ID: 6a2a5b02fbc373592c26dc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### GrIDPure FID: 287.11. Result ID: 6a2a5b02fbc373592c26dc8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### GrIDPure FID: 319.12. Result ID: 6a2a5b02fbc373592c26dc7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. ### DreamBooth FID: 327.16. Result ID: 6a2a5b02fbc373592c26dc87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### IMPRESS FID: 330.64. Result ID: 6a2a5b02fbc373592c26dc89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"DisDiff"}. This record does not assert independent reproduction. ### IMPRESS FID: 333.06. Result ID: 6a2a5b02fbc373592c26dc77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### Noise FID: 334.16. Result ID: 6a2a5b02fbc373592c26dc7c. [Reporting paper]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. ### DreamBooth FID: 339.78. Result ID: 6a2a5b02fbc373592c26dc75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction. ### DreamBooth FID: 362.01. Result ID: 6a2a5b02fbc373592c26dc81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### IMPRESS FID: 364.37. Result ID: 6a2a5b02fbc373592c26dc83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"SimAC"}. This record does not assert independent reproduction. ### IMPRESS FID: 398.4. Result ID: 6a2a5b02fbc373592c26dc7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. ### DreamBooth FID: 401.08. Result ID: 6a2a5b02fbc373592c26dc7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Defense":"AdvDM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.