# Tooth Partitioning on Dental Arch Dataset

Source: [Tooth Partitioning on Dental Arch Dataset](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-07T07:35:51.445Z

Evaluation of tooth partitioning performance on the Dental Arch Dataset, reporting Macro-F1 and component-specific F1 scores for maxillary and mandibular regions.

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 | Tooth Partitioning |
| Dataset (including any stated split) | Dental Arch Dataset |
| Metric | Macro-F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Macro-F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

- [Maxillary Ant F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Maxillary%20Ant%20F1>): Higher is better; unit: PERCENT.

- [Maxillary Pre F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Maxillary%20Pre%20F1>): Higher is better; unit: PERCENT.

- [Maxillary Mol F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Maxillary%20Mol%20F1>): Higher is better; unit: PERCENT.

- [Mandibular Ant F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Mandibular%20Ant%20F1>): Higher is better; unit: PERCENT.

- [Mandibular Pre F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Mandibular%20Pre%20F1>): Higher is better; unit: PERCENT.

- [Mandibular Mol F1](<https://www.sota2.com/research/sota/tooth-partitioning-on-dental-arch-dataset.md?metric=Mandibular%20Mol%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-VL-235B-A22B | 78.237 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| Qwen3-VL-30B-A3B | 77.463 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| VLM Aggregate (4 models) | 77.183 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| Qwen3-VL-235B-A22B | 77.103 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| GLM-4.5V | 76.789 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| Qwen3-VL-30B-A3B | 76.379 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| doubao-seed-1-6 (vision) | 76.243 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| VLM Aggregate (4 models) | 76.052 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| GLM-4.5V | 75.684 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| doubao-seed-1-6 (vision) | 75.042 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| YOLOv5 | 71.582 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| Prompted VLM | 69.133 | Not recorded | 691d4f1ad6b0dd334292d7d6 |
| Demirjian staging pipeline | 63.422 | Not recorded | 691d4f1ad6b0dd334292d7d6 |

### Qwen3-VL-235B-A22B

Macro-F1: 78.237. Result ID: 69d4b2b247f34ce924bc2495.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Thinking"}. This record does not assert independent reproduction.

### Qwen3-VL-30B-A3B

Macro-F1: 77.463. Result ID: 69d4b2b247f34ce924bc2497.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Thinking"}. This record does not assert independent reproduction.

### VLM Aggregate (4 models)

Macro-F1: 77.183. Result ID: 69d4b2b247f34ce924bc249d.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Thinking"}. This record does not assert independent reproduction.

### Qwen3-VL-235B-A22B

Macro-F1: 77.103. Result ID: 69d4b2b247f34ce924bc2496.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Non-Thinking"}. This record does not assert independent reproduction.

### GLM-4.5V

Macro-F1: 76.789. Result ID: 69d4b2b247f34ce924bc2499.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Thinking"}. This record does not assert independent reproduction.

### Qwen3-VL-30B-A3B

Macro-F1: 76.379. Result ID: 69d4b2b247f34ce924bc2498.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Non-Thinking"}. This record does not assert independent reproduction.

### doubao-seed-1-6 (vision)

Macro-F1: 76.243. Result ID: 69d4b2b247f34ce924bc249b.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Thinking"}. This record does not assert independent reproduction.

### VLM Aggregate (4 models)

Macro-F1: 76.052. Result ID: 69d4b2b247f34ce924bc249e.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Non-Thinking"}. This record does not assert independent reproduction.

### GLM-4.5V

Macro-F1: 75.684. Result ID: 69d4b2b247f34ce924bc249a.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Non-Thinking"}. This record does not assert independent reproduction.

### doubao-seed-1-6 (vision)

Macro-F1: 75.042. Result ID: 69d4b2b247f34ce924bc249c.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Non-Thinking"}. This record does not assert independent reproduction.

### YOLOv5

Macro-F1: 71.582. Result ID: 69d4b2b247f34ce924bc2492.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Supervised Det./Seg."}. This record does not assert independent reproduction.

### Prompted VLM

Macro-F1: 69.133. Result ID: 69d4b2b247f34ce924bc2494.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"VLM-based Reasoning"}. This record does not assert independent reproduction.

### Demirjian staging pipeline

Macro-F1: 63.422. Result ID: 69d4b2b247f34ce924bc2493.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f1ad6b0dd334292d7d6.md>)

Recorded evaluation configuration: {"Category(Mode)":"Deep Stage Class."}. This record does not assert independent reproduction.

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