# Visual Anomaly Segmentation on RSDD (AP, F1-Max, IoUano) Source: [Visual Anomaly Segmentation on RSDD (AP, F1-Max, IoUano)]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:42:51.750Z Evaluation of Visual Anomaly Segmentation performance on the RSDD dataset, reporting AP, F1-Max, and IoUano scores. 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 | Visual Anomaly Segmentation | | Dataset (including any stated split) | RSDD | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [AP](): Higher is better; unit: PERCENT. - [F1-Max](): Higher is better; unit: PERCENT. - [IoUano](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | AG-VAS | 56.2 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | AG-VAS | 54.3 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | LISA\* | 52.1 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | LISA\* | 48.8 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | Bayes-PFL\* | 41.9 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | Bayes-PFL | 39.1 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | LISA | 31.6 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | APRIL-GAN | 30.6 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | AnomalyCLIP\* | 25.5 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | AnomalyCLIP | 19.1 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | LISA | 6.9 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | PixelLM | 5.3 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | LISA | 5.2 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | WinCLIP | 2.1 | Not recorded | 69a66c1a2d603e6de3e3ce76 | | PaDT | 0.9 | Not recorded | 69a66c1a2d603e6de3e3ce76 | ### AG-VAS AP: 56.2. Result ID: 69a836c06dbb7075b94ec3f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-OneVision-7B"}. This record does not assert independent reproduction. ### AG-VAS AP: 54.3. Result ID: 69a836c06dbb7075b94ec3f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-13B"}. This record does not assert independent reproduction. ### LISA\* AP: 52.1. Result ID: 69a836c06dbb7075b94ec3f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-13B","Retrained":"true"}. This record does not assert independent reproduction. ### LISA\* AP: 48.8. Result ID: 69a836c06dbb7075b94ec3f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-OneVision-7B","Retrained":"true"}. This record does not assert independent reproduction. ### Bayes-PFL\* AP: 41.9. Result ID: 69a836c06dbb7075b94ec3ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-L-14-336)","Retrained":"true"}. This record does not assert independent reproduction. ### Bayes-PFL AP: 39.1. Result ID: 69a836c06dbb7075b94ec3ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-L-14-336)"}. This record does not assert independent reproduction. ### LISA AP: 31.6. Result ID: 69a836c06dbb7075b94ec3f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-OneVision-7B"}. This record does not assert independent reproduction. ### APRIL-GAN AP: 30.6. Result ID: 69a836c06dbb7075b94ec3eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-L-14-336)"}. This record does not assert independent reproduction. ### AnomalyCLIP\* AP: 25.5. Result ID: 69a836c06dbb7075b94ec3ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-L-14-336)","Retrained":"true"}. This record does not assert independent reproduction. ### AnomalyCLIP AP: 19.1. Result ID: 69a836c06dbb7075b94ec3ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-L-14-336)"}. This record does not assert independent reproduction. ### LISA AP: 6.9. Result ID: 69a836c06dbb7075b94ec3f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-7B"}. This record does not assert independent reproduction. ### PixelLM AP: 5.3. Result ID: 69a836c06dbb7075b94ec3f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-13B"}. This record does not assert independent reproduction. ### LISA AP: 5.2. Result ID: 69a836c06dbb7075b94ec3f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-13B"}. This record does not assert independent reproduction. ### WinCLIP AP: 2.1. Result ID: 69a836c06dbb7075b94ec3ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"CLIP(ViT-B-16-240)"}. This record does not assert independent reproduction. ### PaDT AP: 0.9. Result ID: 69a836c06dbb7075b94ec3f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.