# Image Manipulation Localization on NIST 16 Source: [Image Manipulation Localization on NIST 16]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:30.396Z Evaluation of Image Manipulation Localization performance on the NIST 16 dataset, reporting AUC. 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 Manipulation Localization | | Dataset (including any stated split) | NIST 16 | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | ObjectFormer | 0.872 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8718 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8717 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8637 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8633 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8624 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8597 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.855 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.8547 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.854 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.8538 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.8537 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.8529 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.8501 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.84 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.8395 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.8359 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.8324 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.831 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.8068 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.8032 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.8026 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.7993 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.7958 | Not recorded | 68fa6c181e209131cea321f0 | | ManTraNet | 0.795 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.7915 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.7842 | Not recorded | 68fa6c181e209131cea321f0 | | ObjectFormer | 0.7815 | Not recorded | 68fa6c181e209131cea321f0 | | PSCCNet | 0.7665 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.7517 | Not recorded | 68fa6c181e209131cea321f0 | | SPAN | 0.6728 | Not recorded | 68fa6c181e209131cea321f0 | ### ObjectFormer AUC: 0.872. Result ID: 698ed074ffc3901de0a192df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data Size":"62K"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8718. Result ID: 698ed074ffc3901de0a19306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"no distortion"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8717. Result ID: 698ed074ffc3901de0a19307. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Resize (0.78x)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8637. Result ID: 698ed074ffc3901de0a1930d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=100)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8633. Result ID: 698ed074ffc3901de0a19308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Resize (0.25x)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8624. Result ID: 698ed074ffc3901de0a1930e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=50)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8597. Result ID: 698ed074ffc3901de0a19309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=3)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.855. Result ID: 698ed074ffc3901de0a192de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data Size":"100K"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.8547. Result ID: 698ed074ffc3901de0a192fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"no distortion"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.854. Result ID: 698ed074ffc3901de0a19304. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=100)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.8538. Result ID: 698ed074ffc3901de0a19300. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=3)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.8537. Result ID: 698ed074ffc3901de0a19305. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=50)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.8529. Result ID: 698ed074ffc3901de0a192fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Resize (0.78x)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.8501. Result ID: 698ed074ffc3901de0a192ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Resize (0.25x)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.84. Result ID: 698ed074ffc3901de0a192dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data Size":"96K"}. This record does not assert independent reproduction. ### SPAN AUC: 0.8395. Result ID: 698ed074ffc3901de0a192f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"no distortion"}. This record does not assert independent reproduction. ### SPAN AUC: 0.8359. Result ID: 698ed074ffc3901de0a192fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=100)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.8324. Result ID: 698ed074ffc3901de0a192f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Resize (0.78x)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.831. Result ID: 698ed074ffc3901de0a192f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=3)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.8068. Result ID: 698ed074ffc3901de0a192fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"JPEGCompress (q=50)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.8032. Result ID: 698ed074ffc3901de0a192f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Resize (0.25x)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.8026. Result ID: 698ed074ffc3901de0a1930a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=15)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.7993. Result ID: 698ed074ffc3901de0a19301. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=15)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.7958. Result ID: 698ed074ffc3901de0a1930b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=3)"}. This record does not assert independent reproduction. ### ManTraNet AUC: 0.795. Result ID: 698ed074ffc3901de0a192dc. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Data Size":"64K"}. This record does not assert independent reproduction. ### SPAN AUC: 0.7915. Result ID: 698ed074ffc3901de0a192f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Blur (k=15)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.7842. Result ID: 698ed074ffc3901de0a19302. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=3)"}. This record does not assert independent reproduction. ### ObjectFormer AUC: 0.7815. Result ID: 698ed074ffc3901de0a1930c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=15)"}. This record does not assert independent reproduction. ### PSCCNet AUC: 0.7665. Result ID: 698ed074ffc3901de0a19303. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=15)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.7517. Result ID: 698ed074ffc3901de0a192f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=3)"}. This record does not assert independent reproduction. ### SPAN AUC: 0.6728. Result ID: 698ed074ffc3901de0a192fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distortion":"Gaussian Noise (sigma=15)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.