# Partial Multi-Label Learning on scene (Hamming Loss) Source: [Partial Multi-Label Learning on scene (Hamming Loss)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:49:58.934Z Evaluation of Partial Multi-Label Learning performance on the scene dataset, reporting Hamming Loss. 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 | Partial Multi-Label Learning | | Dataset (including any stated split) | scene | | Metric | Hamming Loss | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Hamming Loss](): Lower is better; unit: PERCENT. ## Recorded results | Method | Hamming Loss | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 11 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 11.8 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 12.5 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 13.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 13.4 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 14.2 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 14.3 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 14.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 14.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 14.6 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 14.9 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 16.5 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 18.8 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 20.3 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 21.1 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 22.2 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 27.7 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 34.4 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA Hamming Loss: 11. Result ID: 69dcadef47f34ce924c3b4cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 11.8. Result ID: 69dcadef47f34ce924c3b4ce. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 12.5. Result ID: 69dcadef47f34ce924c3b4d0. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 13.3. Result ID: 69dcadef47f34ce924c3b4cf. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-MA Hamming Loss: 13.4. Result ID: 69dcadef47f34ce924c3b4d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 14.2. Result ID: 69dcadef47f34ce924c3b4d1. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 14.3. Result ID: 69dcadef47f34ce924c3b4d2. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 14.5. Result ID: 69dcadef47f34ce924c3b4d4. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 14.5. Result ID: 69dcadef47f34ce924c3b4d7. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 14.6. Result ID: 69dcadef47f34ce924c3b4d5. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 14.9. Result ID: 69dcadef47f34ce924c3b4de. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 16.5. Result ID: 69dcadef47f34ce924c3b4d9. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 18.8. Result ID: 69dcadef47f34ce924c3b4d8. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 20.3. Result ID: 69dcadef47f34ce924c3b4db. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 21.1. Result ID: 69dcadef47f34ce924c3b4da. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 22.2. Result ID: 69dcadef47f34ce924c3b4d3. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 27.7. Result ID: 69dcadef47f34ce924c3b4dd. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 34.4. Result ID: 69dcadef47f34ce924c3b4dc. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.