# Novel Emerging Segmentation on NEST Overall Source: [Novel Emerging Segmentation on NEST Overall]() Collection index: [llms.txt]() Data updated: 2026-04-16T08:43:35.847Z Evaluation of Novel Emerging Segmentation performance on the NEST Overall dataset, reporting Acc., gIoU, and cIoU. 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 | Novel Emerging Segmentation | | Dataset (including any stated split) | NEST Overall | | Metric | gIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [gIoU](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [cIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | gIoU | Result date | Report paper | | --- | --- | --- | --- | | LISA-7B + ROSE | 73 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B + ROSE | 72.2 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B + ROSE | 70.6 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B+ Gemini-2.0 Flash Search | 53.8 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B+ GPT-4o mini Search | 53.5 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B | 48.7 | Not recorded | 69e06d377d0172140ec7ccaa | | Grounded-SAM | 47.4 | Not recorded | 69e06d377d0172140ec7ccaa | | SEEM | 44.8 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B+ Gemini-2.0 Flash Search | 44.6 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B+ GPT-4o mini Search | 42.1 | Not recorded | 69e06d377d0172140ec7ccaa | | GRES | 41.4 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B+ Gemini-2.0 Flash Search | 39.2 | Not recorded | 69e06d377d0172140ec7ccaa | | CRIS | 38.9 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B+ GPT-4o mini Search | 36.1 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B | 22.5 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B | 13.1 | Not recorded | 69e06d377d0172140ec7ccaa | ### LISA-7B + ROSE gIoU: 73. Result ID: 69e0a11047f34ce924c9f0c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### READ-7B + ROSE gIoU: 72.2. Result ID: 69e0a11047f34ce924c9f0c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### SESAME-7B + ROSE gIoU: 70.6. Result ID: 69e0a11047f34ce924c9f0c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### LISA-7B+ Gemini-2.0 Flash Search gIoU: 53.8. Result ID: 69e0a11047f34ce924c9f0bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### LISA-7B+ GPT-4o mini Search gIoU: 53.5. Result ID: 69e0a11047f34ce924c9f0ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### LISA-7B gIoU: 48.7. Result ID: 69e0a11047f34ce924c9f0b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### Grounded-SAM gIoU: 47.4. Result ID: 69e0a11047f34ce924c9f0b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SEEM gIoU: 44.8. Result ID: 69e0a11047f34ce924c9f0b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### READ-7B+ Gemini-2.0 Flash Search gIoU: 44.6. Result ID: 69e0a11047f34ce924c9f0bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### READ-7B+ GPT-4o mini Search gIoU: 42.1. Result ID: 69e0a11047f34ce924c9f0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### GRES gIoU: 41.4. Result ID: 69e0a11047f34ce924c9f0b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SESAME-7B+ Gemini-2.0 Flash Search gIoU: 39.2. Result ID: 69e0a11047f34ce924c9f0be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### CRIS gIoU: 38.9. Result ID: 69e0a11047f34ce924c9f0b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SESAME-7B+ GPT-4o mini Search gIoU: 36.1. Result ID: 69e0a11047f34ce924c9f0bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### READ-7B gIoU: 22.5. Result ID: 69e0a11047f34ce924c9f0b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SESAME-7B gIoU: 13.1. Result ID: 69e0a11047f34ce924c9f0b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.