# Tensor Completion on Flowers 256 x 256 x 31 Source: [Tensor Completion on Flowers 256 x 256 x 31]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:00:29.854Z Evaluation of Tensor Completion performance on the Flowers dataset variant specified by dimensions 256x256x31, reporting reconstruction quality metrics like PSNR, SSIM, and NRMSE. 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 | Tensor Completion | | Dataset (including any stated split) | Flowers 256 x 256 x 31 | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [NRMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Ours | 50.13 | Not recorded | 69a66c122d603e6de3e3cd67 | | Ours | 48.32 | Not recorded | 69a66c122d603e6de3e3cd67 | | DRO-TFF | 47.51 | Not recorded | 69a66c122d603e6de3e3cd67 | | HLRTF | 46.84 | Not recorded | 69a66c122d603e6de3e3cd67 | | NeurTV | 46.54 | Not recorded | 69a66c122d603e6de3e3cd67 | | DRO-TFF | 46.28 | Not recorded | 69a66c122d603e6de3e3cd67 | | Ours | 45.29 | Not recorded | 69a66c122d603e6de3e3cd67 | | NeurTV | 45.12 | Not recorded | 69a66c122d603e6de3e3cd67 | | HLRTF | 44.32 | Not recorded | 69a66c122d603e6de3e3cd67 | | LRTFR | 44.27 | Not recorded | 69a66c122d603e6de3e3cd67 | | DRO-TFF | 43.94 | Not recorded | 69a66c122d603e6de3e3cd67 | | LRTFR | 43.1 | Not recorded | 69a66c122d603e6de3e3cd67 | | NeurTV | 42.9 | Not recorded | 69a66c122d603e6de3e3cd67 | | FCTN | 42.22 | Not recorded | 69a66c122d603e6de3e3cd67 | | HLRTF | 41.58 | Not recorded | 69a66c122d603e6de3e3cd67 | | LRTFR | 41.47 | Not recorded | 69a66c122d603e6de3e3cd67 | | Ours | 40.3 | Not recorded | 69a66c122d603e6de3e3cd67 | | DRO-TFF | 39.71 | Not recorded | 69a66c122d603e6de3e3cd67 | | TRLRF | 38.81 | Not recorded | 69a66c122d603e6de3e3cd67 | | NeurTV | 38.67 | Not recorded | 69a66c122d603e6de3e3cd67 | | FCTN | 38.61 | Not recorded | 69a66c122d603e6de3e3cd67 | | LRTFR | 37.84 | Not recorded | 69a66c122d603e6de3e3cd67 | | Ours | 37.11 | Not recorded | 69a66c122d603e6de3e3cd67 | | DRO-TFF | 37.09 | Not recorded | 69a66c122d603e6de3e3cd67 | | FCTN | 36.07 | Not recorded | 69a66c122d603e6de3e3cd67 | | HLRTF | 35.92 | Not recorded | 69a66c122d603e6de3e3cd67 | | TRLRF | 35.79 | Not recorded | 69a66c122d603e6de3e3cd67 | | NeurTV | 35.61 | Not recorded | 69a66c122d603e6de3e3cd67 | | TRLRF | 33.13 | Not recorded | 69a66c122d603e6de3e3cd67 | | LRTFR | 32.64 | Not recorded | 69a66c122d603e6de3e3cd67 | | FCTN | 31.17 | Not recorded | 69a66c122d603e6de3e3cd67 | | HLRTF | 30.42 | Not recorded | 69a66c122d603e6de3e3cd67 | | TRLRF | 28.57 | Not recorded | 69a66c122d603e6de3e3cd67 | | FCTN | 28.31 | Not recorded | 69a66c122d603e6de3e3cd67 | | TRLRF | 25.38 | Not recorded | 69a66c122d603e6de3e3cd67 | ### Ours PSNR: 50.13. Result ID: 69a82cd66dbb7075b94e8264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### Ours PSNR: 48.32. Result ID: 69a82cd66dbb7075b94e825d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### DRO-TFF PSNR: 47.51. Result ID: 69a82cd66dbb7075b94e8262. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### HLRTF PSNR: 46.84. Result ID: 69a82cd66dbb7075b94e8260. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### NeurTV PSNR: 46.54. Result ID: 69a82cd66dbb7075b94e8263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### DRO-TFF PSNR: 46.28. Result ID: 69a82cd66dbb7075b94e825b. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### Ours PSNR: 45.29. Result ID: 69a82cd66dbb7075b94e8256. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### NeurTV PSNR: 45.12. Result ID: 69a82cd66dbb7075b94e825c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### HLRTF PSNR: 44.32. Result ID: 69a82cd66dbb7075b94e8259. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 44.27. Result ID: 69a82cd66dbb7075b94e8261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### DRO-TFF PSNR: 43.94. Result ID: 69a82cd66dbb7075b94e8254. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 43.1. Result ID: 69a82cd66dbb7075b94e825a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### NeurTV PSNR: 42.9. Result ID: 69a82cd66dbb7075b94e8255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### FCTN PSNR: 42.22. Result ID: 69a82cd66dbb7075b94e825f. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### HLRTF PSNR: 41.58. Result ID: 69a82cd66dbb7075b94e8252. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 41.47. Result ID: 69a82cd66dbb7075b94e8253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### Ours PSNR: 40.3. Result ID: 69a82cd66dbb7075b94e824f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### DRO-TFF PSNR: 39.71. Result ID: 69a82cd66dbb7075b94e824d. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### TRLRF PSNR: 38.81. Result ID: 69a82cd66dbb7075b94e825e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.2"}. This record does not assert independent reproduction. ### NeurTV PSNR: 38.67. Result ID: 69a82cd66dbb7075b94e824e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### FCTN PSNR: 38.61. Result ID: 69a82cd66dbb7075b94e8258. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 37.84. Result ID: 69a82cd66dbb7075b94e824c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### Ours PSNR: 37.11. Result ID: 69a82cd66dbb7075b94e8248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### DRO-TFF PSNR: 37.09. Result ID: 69a82cd66dbb7075b94e8246. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### FCTN PSNR: 36.07. Result ID: 69a82cd66dbb7075b94e8251. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### HLRTF PSNR: 35.92. Result ID: 69a82cd66dbb7075b94e824b. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### TRLRF PSNR: 35.79. Result ID: 69a82cd66dbb7075b94e8257. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.15"}. This record does not assert independent reproduction. ### NeurTV PSNR: 35.61. Result ID: 69a82cd66dbb7075b94e8247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### TRLRF PSNR: 33.13. Result ID: 69a82cd66dbb7075b94e8250. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 32.64. Result ID: 69a82cd66dbb7075b94e8245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### FCTN PSNR: 31.17. Result ID: 69a82cd66dbb7075b94e824a. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### HLRTF PSNR: 30.42. Result ID: 69a82cd66dbb7075b94e8244. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### TRLRF PSNR: 28.57. Result ID: 69a82cd66dbb7075b94e8249. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.05"}. This record does not assert independent reproduction. ### FCTN PSNR: 28.31. Result ID: 69a82cd66dbb7075b94e8243. [Reporting paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. ### TRLRF PSNR: 25.38. Result ID: 69a82cd66dbb7075b94e8242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Ratio":"0.03"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.