# Outlier Removal on YFCC100M Source: [Outlier Removal on YFCC100M]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:13:22.711Z Evaluation of Outlier Removal performance on the YFCC100M dataset, measured using Precision, Recall, and F-score. 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 | Outlier Removal | | Dataset (including any stated split) | YFCC100M | | Metric | Precision | | 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 - [Precision](): Higher is better; unit: SCALAR. - [Recall](): Higher is better; unit: SCALAR. - [F-score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | SFMambaNet | 0.8249 | Not recorded | 6a2106fac10484bac23f06d5 | | SC-Net | 0.8214 | Not recorded | 69535c9953fdd5c36173db52 | | MatchMamba | 0.8053 | Not recorded | 6a2106fac10484bac23f06d5 | | BCLNet | 0.7849 | Not recorded | 6a2106fac10484bac23f06d5 | | BCLNet | 0.779 | Not recorded | 69535c9953fdd5c36173db52 | | NCMNet | 0.7726 | Not recorded | 6a2106fac10484bac23f06d5 | | CGR-Net | 0.7706 | Not recorded | 69535c9953fdd5c36173db52 | | GCTNet | 0.77 | Not recorded | 6a2106fac10484bac23f06d5 | | NCMNet | 0.7658 | Not recorded | 69535c9953fdd5c36173db52 | | CLNet | 0.7489 | Not recorded | 6a2106fac10484bac23f06d5 | | DeMo | 0.6141 | Not recorded | 69535c9953fdd5c36173db52 | | U-Match | 0.6102 | Not recorded | 69535c9953fdd5c36173db52 | | PT-Net | 0.6045 | Not recorded | 69535c9953fdd5c36173db52 | | MSGSA | 0.6043 | Not recorded | 69535c9953fdd5c36173db52 | | MSGSA | 0.6043 | Not recorded | 6a2106fac10484bac23f06d5 | | MS2DG-Net | 0.6038 | Not recorded | 69535c9953fdd5c36173db52 | | U-Match | 0.603 | Not recorded | 6a2106fac10484bac23f06d5 | | ConvMatch | 0.6022 | Not recorded | 69535c9953fdd5c36173db52 | | ConvMatch+ | 0.601 | Not recorded | 69535c9953fdd5c36173db52 | | MS2DGNet | 0.5911 | Not recorded | 6a2106fac10484bac23f06d5 | | DeMatch | 0.5874 | Not recorded | 69535c9953fdd5c36173db52 | | OANet | 0.579 | Not recorded | 69535c9953fdd5c36173db52 | | PGFNet | 0.5754 | Not recorded | 6a2106fac10484bac23f06d5 | | T-Net | 0.5748 | Not recorded | 6a2106fac10484bac23f06d5 | | T-Net | 0.5718 | Not recorded | 69535c9953fdd5c36173db52 | | MSA-Net | 0.5649 | Not recorded | 69535c9953fdd5c36173db52 | | OANet++ | 0.5565 | Not recorded | 6a2106fac10484bac23f06d5 | | ACNe | 0.5562 | Not recorded | 69535c9953fdd5c36173db52 | | ACNe | 0.5456 | Not recorded | 6a2106fac10484bac23f06d5 | | DFE | 0.54 | Not recorded | 69535c9953fdd5c36173db52 | | LFGC | 0.5312 | Not recorded | 6a2106fac10484bac23f06d5 | | LFGC | 0.5284 | Not recorded | 69535c9953fdd5c36173db52 | | PointNet++ | 0.4842 | Not recorded | 6a2106fac10484bac23f06d5 | | RANSAC | 0.4355 | Not recorded | 69535c9953fdd5c36173db52 | | RANSAC | 0.4183 | Not recorded | 6a2106fac10484bac23f06d5 | ### SFMambaNet Precision: 0.8249. Result ID: 6a216bc9fbc373592c1e740d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SC-Net Precision: 0.8214. Result ID: 699800245698665ec4599e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MatchMamba Precision: 0.8053. Result ID: 6a216bc9fbc373592c1e740c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BCLNet Precision: 0.7849. Result ID: 6a216bc9fbc373592c1e740b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BCLNet Precision: 0.779. Result ID: 699800245698665ec4599e8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCMNet Precision: 0.7726. Result ID: 6a216bc9fbc373592c1e7408. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CGR-Net Precision: 0.7706. Result ID: 699800245698665ec4599e8e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCTNet Precision: 0.77. Result ID: 6a216bc9fbc373592c1e740a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCMNet Precision: 0.7658. Result ID: 699800245698665ec4599e8c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLNet Precision: 0.7489. Result ID: 6a216bc9fbc373592c1e7404. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeMo Precision: 0.6141. Result ID: 699800245698665ec4599e8f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Match Precision: 0.6102. Result ID: 699800245698665ec4599e86. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PT-Net Precision: 0.6045. Result ID: 699800245698665ec4599e8a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSGSA Precision: 0.6043. Result ID: 699800245698665ec4599e89. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSGSA Precision: 0.6043. Result ID: 6a216bc9fbc373592c1e7409. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS2DG-Net Precision: 0.6038. Result ID: 699800245698665ec4599e85. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Match Precision: 0.603. Result ID: 6a216bc9fbc373592c1e7407. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvMatch Precision: 0.6022. Result ID: 699800245698665ec4599e87. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvMatch+ Precision: 0.601. Result ID: 699800245698665ec4599e88. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS2DGNet Precision: 0.5911. Result ID: 6a216bc9fbc373592c1e7405. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeMatch Precision: 0.5874. Result ID: 699800245698665ec4599e8b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OANet Precision: 0.579. Result ID: 699800245698665ec4599e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PGFNet Precision: 0.5754. Result ID: 6a216bc9fbc373592c1e7406. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T-Net Precision: 0.5748. Result ID: 6a216bc9fbc373592c1e7403. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T-Net Precision: 0.5718. Result ID: 699800245698665ec4599e83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSA-Net Precision: 0.5649. Result ID: 699800245698665ec4599e84. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OANet++ Precision: 0.5565. Result ID: 6a216bc9fbc373592c1e7401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACNe Precision: 0.5562. Result ID: 699800245698665ec4599e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACNe Precision: 0.5456. Result ID: 6a216bc9fbc373592c1e7402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFE Precision: 0.54. Result ID: 699800245698665ec4599e80. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LFGC Precision: 0.5312. Result ID: 6a216bc9fbc373592c1e7400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LFGC Precision: 0.5284. Result ID: 699800245698665ec4599e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PointNet++ Precision: 0.4842. Result ID: 6a216bc9fbc373592c1e73ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANSAC Precision: 0.4355. Result ID: 699800245698665ec4599e7e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANSAC Precision: 0.4183. Result ID: 6a216bc9fbc373592c1e73fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.