# Panoptic Segmentation on ADE20K 150 (val) Source: [Panoptic Segmentation on ADE20K 150 (val)]() Collection index: [llms.txt]() Data updated: 2026-05-19T09:03:04.578Z Evaluation of Panoptic Segmentation performance on the validation split of the ADE20K dataset, specifically using the 150-class configuration. 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 | Panoptic Segmentation | | Dataset (including any stated split) | ADE20K 150 (val) | | Metric | PQ | | Unit | PERCENT | | Direction | Higher 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 - [PQ](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | PQ | Result date | Report paper | | --- | --- | --- | --- | | WOW-Seg | 44.46 | Not recorded | 6a0beeb6dbc836b87d82c559 | | Osprey-7B | 41.89 | Not recorded | 6a0beeb6dbc836b87d82c559 | | Ferret-7B | 39.46 | Not recorded | 6a0beeb6dbc836b87d82c559 | | CLIP-ConvNeXt-L | 36.86 | Not recorded | 6a0beeb6dbc836b87d82c559 | | GPT4RoI-7B | 36.32 | Not recorded | 68fa794e1e209131cea7d037 | | GPT4RoI-7B | 36.32 | Not recorded | 6a0beeb6dbc836b87d82c559 | | RetCLIP | 30.9 | Not recorded | 69705d93e25ad2fa9d1ed152 | | RetCLIP | 28.3 | Not recorded | 69705d93e25ad2fa9d1ed152 | | Shikra-7B | 27.52 | Not recorded | 68fa794e1e209131cea7d037 | | Shikra-7B | 27.52 | Not recorded | 6a0beeb6dbc836b87d82c559 | | RetCLIP | 27.1 | Not recorded | 69705d93e25ad2fa9d1ed152 | | CLIP-Surgery-ViT-L | 26.55 | Not recorded | 68fa794e1e209131cea7d037 | | CLIP-Surgery-ViT-L | 26.55 | Not recorded | 6a0beeb6dbc836b87d82c559 | | FC-CLIP | 26.4 | Not recorded | 69705d93e25ad2fa9d1ed152 | | RetCLIP | 23.7 | Not recorded | 69705d93e25ad2fa9d1ed152 | | FC-CLIP | 22.8 | Not recorded | 69705d93e25ad2fa9d1ed152 | | Kosmos-2 | 6.53 | Not recorded | 68fa794e1e209131cea7d037 | | Kosmos-2 | 6.53 | Not recorded | 6a0beeb6dbc836b87d82c559 | ### WOW-Seg PQ: 44.46. Result ID: 6a0c273cfbc373592c026694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### Osprey-7B PQ: 41.89. Result ID: 6a0c273cfbc373592c026693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### Ferret-7B PQ: 39.46. Result ID: 6a0c273cfbc373592c026692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### CLIP-ConvNeXt-L PQ: 36.86. Result ID: 6a0c273cfbc373592c02668d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### GPT4RoI-7B PQ: 36.32. Result ID: 6995d9003badfaffe6df3294. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. ### GPT4RoI-7B PQ: 36.32. Result ID: 6a0c273cfbc373592c026691. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### RetCLIP PQ: 30.9. Result ID: 6997ab8a5698665ec401af96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ConvNeXt-large","Database":"ADE20k","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### RetCLIP PQ: 28.3. Result ID: 6997ab8a5698665ec401af95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ConvNeXt-large","Database":"Google Open Image","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### Shikra-7B PQ: 27.52. Result ID: 6995d9003badfaffe6df3293. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Concurrent work":"true","Model size":"7B"}. This record does not assert independent reproduction. ### Shikra-7B PQ: 27.52. Result ID: 6a0c273cfbc373592c026690. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### RetCLIP PQ: 27.1. Result ID: 6997ab8a5698665ec401af93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50x64","Database":"ADE20k","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### CLIP-Surgery-ViT-L PQ: 26.55. Result ID: 6995d9003badfaffe6df3291. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### CLIP-Surgery-ViT-L PQ: 26.55. Result ID: 6a0c273cfbc373592c02668e. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. ### FC-CLIP PQ: 26.4. Result ID: 6997ab8a5698665ec401af94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ConvNeXt-large","Database":"N/A","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### RetCLIP PQ: 23.7. Result ID: 6997ab8a5698665ec401af92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50x64","Database":"Google Open Image","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### FC-CLIP PQ: 22.8. Result ID: 6997ab8a5698665ec401af91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50x64","Database":"N/A","Fine-tuned on COCO":true}. This record does not assert independent reproduction. ### Kosmos-2 PQ: 6.53. Result ID: 6995d9003badfaffe6df3292. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Concurrent work":"true"}. This record does not assert independent reproduction. ### Kosmos-2 PQ: 6.53. Result ID: 6a0c273cfbc373592c02668f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Open-vocabulary","Evaluation Input":"Ground truth box/mask"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.