# Partial Multi-Label Learning on image (Hamming Loss) Source: [Partial Multi-Label Learning on image (Hamming Loss)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:49:58.903Z Evaluation of Partial Multi-Label Learning performance on the Image 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) | image | | Metric | Hamming Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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: SCALAR. ## Recorded results | Method | Hamming Loss | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 0.168 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 0.175 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 0.18 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 0.185 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 0.188 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 0.189 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 0.191 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 0.195 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 0.198 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 0.205 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 0.21 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 0.212 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 0.214 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 0.215 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 0.217 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 0.218 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 0.219 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 0.222 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 0.225 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 0.227 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 0.235 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 0.236 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 0.24 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 0.248 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 0.261 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 0.312 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 0.395 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA Hamming Loss: 0.168. Result ID: 69dcadef47f34ce924c3b4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 0.175. Result ID: 69dcadef47f34ce924c3b4b3. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 0.18. Result ID: 69dcadef47f34ce924c3b4b5. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 0.185. Result ID: 69dcadef47f34ce924c3b4b7. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 0.188. Result ID: 69dcadef47f34ce924c3b4b4. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PML-MA Hamming Loss: 0.189. Result ID: 69dcadef47f34ce924c3b4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 0.191. Result ID: 69dcadef47f34ce924c3b4b8. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 0.195. Result ID: 69dcadef47f34ce924c3b4b6. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 0.198. Result ID: 69dcadef47f34ce924c3b4bc. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 0.205. Result ID: 69dcadef47f34ce924c3b4be. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 0.21. Result ID: 69dcadef47f34ce924c3b4bd. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-MA Hamming Loss: 0.212. Result ID: 69dcadef47f34ce924c3b4c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 0.214. Result ID: 69dcadef47f34ce924c3b4b9. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 0.215. Result ID: 69dcadef47f34ce924c3b4bf. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 0.217. Result ID: 69dcadef47f34ce924c3b4c0. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 0.218. Result ID: 69dcadef47f34ce924c3b4ba. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"2"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 0.219. Result ID: 69dcadef47f34ce924c3b4c3. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 0.222. Result ID: 69dcadef47f34ce924c3b4cc. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 0.225. Result ID: 69dcadef47f34ce924c3b4c5. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 0.227. Result ID: 69dcadef47f34ce924c3b4c1. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 0.235. Result ID: 69dcadef47f34ce924c3b4c7. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 0.236. Result ID: 69dcadef47f34ce924c3b4c2. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 0.24. Result ID: 69dcadef47f34ce924c3b4c9. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 0.248. Result ID: 69dcadef47f34ce924c3b4c6. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 0.261. Result ID: 69dcadef47f34ce924c3b4c8. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 0.312. Result ID: 69dcadef47f34ce924c3b4ca. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 0.395. Result ID: 69dcadef47f34ce924c3b4cb. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.