# Novel Emerging Segmentation on NEST Source: [Novel Emerging Segmentation on NEST]() Collection index: [llms.txt]() Data updated: 2026-04-16T08:43:35.740Z Evaluation of novel emerging segmentation performance on the NEST dataset, measured using 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 | | Metric | gIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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. - [cIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | gIoU | Result date | Report paper | | --- | --- | --- | --- | | LISA-7B + ROSE | 77.5 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B + ROSE | 76 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B + ROSE | 75.3 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B + ROSE | 74.1 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B + ROSE | 71.6 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B + ROSE | 70.1 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B + ROSE | 67.9 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B+ Gemini-2.0 Flash Search | 67.8 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B + ROSE | 67.6 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B+ GPT-4o mini Search | 67 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B + ROSE | 65.8 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B | 56.5 | Not recorded | 69e06d377d0172140ec7ccaa | | Grounded-SAM | 53.8 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B | 51.1 | Not recorded | 69e06d377d0172140ec7ccaa | | LISA-7B | 50.9 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B+ Gemini-2.0 Flash Search | 50.2 | Not recorded | 69e06d377d0172140ec7ccaa | | Grounded-SAM | 47.8 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B+ GPT-4o mini Search | 47.5 | Not recorded | 69e06d377d0172140ec7ccaa | | SEEM | 47.3 | Not recorded | 69e06d377d0172140ec7ccaa | | SEEM | 47.1 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B+ Gemini-2.0 Flash Search | 46 | Not recorded | 69e06d377d0172140ec7ccaa | | GRES | 44.2 | Not recorded | 69e06d377d0172140ec7ccaa | | GRES | 43.8 | Not recorded | 69e06d377d0172140ec7ccaa | | Grounded-SAM | 43.8 | Not recorded | 69e06d377d0172140ec7ccaa | | GRES | 42.7 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B+ GPT-4o mini Search | 42.3 | Not recorded | 69e06d377d0172140ec7ccaa | | SEEM | 41.7 | Not recorded | 69e06d377d0172140ec7ccaa | | CRIS | 40.5 | Not recorded | 69e06d377d0172140ec7ccaa | | CRIS | 40.5 | Not recorded | 69e06d377d0172140ec7ccaa | | CRIS | 39.6 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B | 33.4 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B | 25.5 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B | 25.1 | Not recorded | 69e06d377d0172140ec7ccaa | | READ-7B | 22.3 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B | 14.5 | Not recorded | 69e06d377d0172140ec7ccaa | | SESAME-7B | 14.1 | Not recorded | 69e06d377d0172140ec7ccaa | ### LISA-7B + ROSE gIoU: 77.5. Result ID: 69e0a11047f34ce924c9f0b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### READ-7B + ROSE gIoU: 76. Result ID: 69e0a11047f34ce924c9f0b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### LISA-7B + ROSE gIoU: 75.3. Result ID: 69e0a11047f34ce924c9f072. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"true"}. This record does not assert independent reproduction. ### SESAME-7B + ROSE gIoU: 74.1. Result ID: 69e0a11047f34ce924c9f0b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### READ-7B + ROSE gIoU: 71.6. Result ID: 69e0a11047f34ce924c9f074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"true"}. This record does not assert independent reproduction. ### SESAME-7B + ROSE gIoU: 70.1. Result ID: 69e0a11047f34ce924c9f073. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"true"}. This record does not assert independent reproduction. ### READ-7B + ROSE gIoU: 67.9. Result ID: 69e0a11047f34ce924c9f092. [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: 67.8. Result ID: 69e0a11047f34ce924c9f0ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### LISA-7B + ROSE gIoU: 67.6. Result ID: 69e0a11047f34ce924c9f090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"true"}. This record does not assert independent reproduction. ### LISA-7B+ GPT-4o mini Search gIoU: 67. Result ID: 69e0a11047f34ce924c9f0aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### SESAME-7B + ROSE gIoU: 65.8. Result ID: 69e0a11047f34ce924c9f091. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"true"}. This record does not assert independent reproduction. ### LISA-7B gIoU: 56.5. Result ID: 69e0a11047f34ce924c9f0a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### Grounded-SAM gIoU: 53.8. Result ID: 69e0a11047f34ce924c9f0a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### LISA-7B gIoU: 51.1. Result ID: 69e0a11047f34ce924c9f06f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### LISA-7B gIoU: 50.9. Result ID: 69e0a11047f34ce924c9f08d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### READ-7B+ Gemini-2.0 Flash Search gIoU: 50.2. Result ID: 69e0a11047f34ce924c9f0af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### Grounded-SAM gIoU: 47.8. Result ID: 69e0a11047f34ce924c9f06d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### READ-7B+ GPT-4o mini Search gIoU: 47.5. Result ID: 69e0a11047f34ce924c9f0ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### SEEM gIoU: 47.3. Result ID: 69e0a11047f34ce924c9f06e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### SEEM gIoU: 47.1. Result ID: 69e0a11047f34ce924c9f0a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SESAME-7B+ Gemini-2.0 Flash Search gIoU: 46. Result ID: 69e0a11047f34ce924c9f0ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### GRES gIoU: 44.2. Result ID: 69e0a11047f34ce924c9f0a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### GRES gIoU: 43.8. Result ID: 69e0a11047f34ce924c9f08a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### Grounded-SAM gIoU: 43.8. Result ID: 69e0a11047f34ce924c9f08b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### GRES gIoU: 42.7. Result ID: 69e0a11047f34ce924c9f06c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### SESAME-7B+ GPT-4o mini Search gIoU: 42.3. Result ID: 69e0a11047f34ce924c9f0ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":true}. This record does not assert independent reproduction. ### SEEM gIoU: 41.7. Result ID: 69e0a11047f34ce924c9f08c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### CRIS gIoU: 40.5. Result ID: 69e0a11047f34ce924c9f089. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### CRIS gIoU: 40.5. Result ID: 69e0a11047f34ce924c9f0a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### CRIS gIoU: 39.6. Result ID: 69e0a11047f34ce924c9f06b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### READ-7B gIoU: 33.4. Result ID: 69e0a11047f34ce924c9f08f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### SESAME-7B gIoU: 25.5. Result ID: 69e0a11047f34ce924c9f08e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### READ-7B gIoU: 25.1. Result ID: 69e0a11047f34ce924c9f0a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### READ-7B gIoU: 22.3. Result ID: 69e0a11047f34ce924c9f071. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RAG":"false"}. This record does not assert independent reproduction. ### SESAME-7B gIoU: 14.5. Result ID: 69e0a11047f34ce924c9f0a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG":false}. This record does not assert independent reproduction. ### SESAME-7B gIoU: 14.1. Result ID: 69e0a11047f34ce924c9f070. [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.