# MIME classification on MAGIC-FILES network-capture (cleartext UDP) (n = 498 streams) Source: [MIME classification on MAGIC-FILES network-capture (cleartext UDP) (n = 498 streams)]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:03:42.842Z Evaluation of MIME classification performance on the MAGIC-FILES network capture dataset, specifically focusing on cleartext UDP streams (N=498). 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 | MIME classification | | Dataset (including any stated split) | MAGIC-FILES network-capture (cleartext UDP) (n = 498 streams) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 21 of 21 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Self-Consistency Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BYTE | 85.5 | Not recorded | 6a2106cbc10484bac23f03a4 | | BYTE | 85.5 | Not recorded | 6a2106cbc10484bac23f03a4 | | BYTE | 85.5 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-4K | 82.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-16K | 82.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-4K | 82.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-16K | 82.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-4K | 81.5 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-16K | 80.9 | Not recorded | 6a2106cbc10484bac23f03a4 | | libmagic | 79.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | libmagic | 79.1 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-64K | 76.3 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-64K | 76.3 | Not recorded | 6a2106cbc10484bac23f03a4 | | BPE-64K | 74.5 | Not recorded | 6a2106cbc10484bac23f03a4 | | libmagic | 73.9 | Not recorded | 6a2106cbc10484bac23f03a4 | | MAGIKA | 61.8 | Not recorded | 6a2106cbc10484bac23f03a4 | | MAGIKA | 61.8 | Not recorded | 6a2106cbc10484bac23f03a4 | | MAGIKA | 58.8 | Not recorded | 6a2106cbc10484bac23f03a4 | ### BYTE Top-1 Accuracy: 85.5. Result ID: 6a215b7cfbc373592c1df3a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. ### BYTE Top-1 Accuracy: 85.5. Result ID: 6a215b7cfbc373592c1df3af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### BYTE Top-1 Accuracy: 85.5. Result ID: 6a215b7cfbc373592c1df3b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### BPE-4K Top-1 Accuracy: 82.1. Result ID: 6a215b7cfbc373592c1df3b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### BPE-16K Top-1 Accuracy: 82.1. Result ID: 6a215b7cfbc373592c1df3b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### BPE-4K Top-1 Accuracy: 82.1. Result ID: 6a215b7cfbc373592c1df3b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### BPE-16K Top-1 Accuracy: 82.1. Result ID: 6a215b7cfbc373592c1df3b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### BPE-4K Top-1 Accuracy: 81.5. Result ID: 6a215b7cfbc373592c1df3a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. ### BPE-16K Top-1 Accuracy: 80.9. Result ID: 6a215b7cfbc373592c1df3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. ### libmagic Top-1 Accuracy: 79.1. Result ID: 6a215b7cfbc373592c1df3b4. [Reporting paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### libmagic Top-1 Accuracy: 79.1. Result ID: 6a215b7cfbc373592c1df3bb. [Reporting paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### BPE-64K Top-1 Accuracy: 76.3. Result ID: 6a215b7cfbc373592c1df3b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### BPE-64K Top-1 Accuracy: 76.3. Result ID: 6a215b7cfbc373592c1df3b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### BPE-64K Top-1 Accuracy: 74.5. Result ID: 6a215b7cfbc373592c1df3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. ### libmagic Top-1 Accuracy: 73.9. Result ID: 6a215b7cfbc373592c1df3ad. [Reporting paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. ### MAGIKA Top-1 Accuracy: 61.8. Result ID: 6a215b7cfbc373592c1df3b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"3","Payload size":"4.3 KB"}. This record does not assert independent reproduction. ### MAGIKA Top-1 Accuracy: 61.8. Result ID: 6a215b7cfbc373592c1df3ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"all"}. This record does not assert independent reproduction. ### MAGIKA Top-1 Accuracy: 58.8. Result ID: 6a215b7cfbc373592c1df3ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"1","Payload size":"1.4 KB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.