# Glass Segmentation on RGB-T dataset All images 1.0 (test)

Source: [Glass Segmentation on RGB-T dataset All images 1.0 (test)](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-all-images-1-0-test>)

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

Data updated: 2026-02-26T05:49:00.345Z

Evaluation of Glass Segmentation performance on the test split of the RGB-T dataset All images 1.0.

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 | Glass Segmentation |
| Dataset (including any stated split) | RGB-T dataset All images 1.0 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 28 of 28 |
| 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

- [MAE](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-all-images-1-0-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| RGB-T Glass Segmentation Network | 0.024 | Not recorded | 68fa6ec61e209131cea41f9f |
| CMX | 0.029 | Not recorded | 68fa6ec61e209131cea41f9f |
| ESANet | 0.04 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBS | 0.04 | Not recorded | 68fa6ec61e209131cea41f9f |
| CLNet | 0.041 | Not recorded | 68fa6ec61e209131cea41f9f |
| SPNet | 0.041 | Not recorded | 68fa6ec61e209131cea41f9f |
| VST | 0.044 | Not recorded | 68fa6ec61e209131cea41f9f |
| RD3D | 0.045 | Not recorded | 68fa6ec61e209131cea41f9f |
| HDFNet | 0.048 | Not recorded | 68fa6ec61e209131cea41f9f |
| UTA | 0.052 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 0.052 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segformer | 0.053 | Not recorded | 68fa6ec61e209131cea41f9f |
| ShapeConv | 0.054 | Not recorded | 68fa6ec61e209131cea41f9f |
| DCFNet | 0.056 | Not recorded | 68fa6ec61e209131cea41f9f |
| RTFNet | 0.058 | Not recorded | 68fa6ec61e209131cea41f9f |
| HAINet | 0.062 | Not recorded | 68fa6ec61e209131cea41f9f |
| DANet | 0.069 | Not recorded | 68fa6ec61e209131cea41f9f |
| UCNet | 0.071 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segmenter | 0.072 | Not recorded | 68fa6ec61e209131cea41f9f |
| SSF | 0.097 | Not recorded | 68fa6ec61e209131cea41f9f |
| ATSA | 0.098 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBLNet | 0.104 | Not recorded | 68fa6ec61e209131cea41f9f |
| FRDT | 0.107 | Not recorded | 68fa6ec61e209131cea41f9f |
| CoNet | 0.145 | Not recorded | 68fa6ec61e209131cea41f9f |
| DPANet | 0.154 | Not recorded | 68fa6ec61e209131cea41f9f |
| Zhang et al. | 0.163 | Not recorded | 68fa6ec61e209131cea41f9f |
| MCNet | 0.172 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 0.177 | Not recorded | 68fa6ec61e209131cea41f9f |

### RGB-T Glass Segmentation Network

MAE: 0.024. Result ID: 6990400d3a6c314849ff395a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"RGB-T"}. This record does not assert independent reproduction.

### CMX

MAE: 0.029. Result ID: 6990400d3a6c314849ff3942.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42201e209131ce8fff76.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ESANet

MAE: 0.04. Result ID: 6990400d3a6c314849ff3941.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23558.md>)

[Implementation](<https://github.com/TUI-NICR/ESANet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EBS

MAE: 0.04. Result ID: 6990400d3a6c314849ff3953.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7bc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLNet

MAE: 0.041. Result ID: 6990400d3a6c314849ff3955.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b841e209131cea2ec43.md>)

[Implementation](<https://github.com/JingZhang617/cascaded_rgbd_sod>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SPNet

MAE: 0.041. Result ID: 6990400d3a6c314849ff3956.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b991e209131cea2f31f.md>)

[Implementation](<https://github.com/taozh2017/SPNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VST

MAE: 0.044. Result ID: 6990400d3a6c314849ff3954.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29342.md>)

[Implementation](<https://github.com/nnizhang/VST>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RD3D

MAE: 0.045. Result ID: 6990400d3a6c314849ff3950.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c2b.md>)

[Implementation](<https://github.com/PPOLYpubki/RD3D>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HDFNet

MAE: 0.048. Result ID: 6990400d3a6c314849ff394e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f61e209131cea196f9.md>)

[Implementation](<https://github.com/lartpang/HDFNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UTA

MAE: 0.052. Result ID: 6990400d3a6c314849ff3952.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab71e209131cea29ff9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 0.052. Result ID: 6990400d3a6c314849ff3959.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"RGB-only"}. This record does not assert independent reproduction.

### Segformer

MAE: 0.053. Result ID: 6990400d3a6c314849ff3943.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ShapeConv

MAE: 0.054. Result ID: 6990400d3a6c314849ff3940.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea29539.md>)

[Implementation](<https://github.com/hanchaoleng/ShapeConv>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DCFNet

MAE: 0.056. Result ID: 6990400d3a6c314849ff3951.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RTFNet

MAE: 0.058. Result ID: 6990400d3a6c314849ff393f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HAINet

MAE: 0.062. Result ID: 6990400d3a6c314849ff3947.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DANet

MAE: 0.069. Result ID: 6990400d3a6c314849ff394d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f41e209131cea19621.md>)

[Implementation](<https://github.com/Xiaoqi-Zhao-DLUT/DANet-RGBD-Saliency>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UCNet

MAE: 0.071. Result ID: 6990400d3a6c314849ff394a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d81.md>)

[Implementation](<https://github.com/JingZhang617/UCNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Segmenter

MAE: 0.072. Result ID: 6990400d3a6c314849ff3944.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa51e209131cea296d2.md>)

[Implementation](<https://github.com/rstrudel/segmenter>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SSF

MAE: 0.097. Result ID: 6990400d3a6c314849ff3949.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ATSA

MAE: 0.098. Result ID: 6990400d3a6c314849ff394c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EBLNet

MAE: 0.104. Result ID: 6990400d3a6c314849ff3957.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e313.md>)

[Implementation](<https://github.com/hehao13/EBLNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FRDT

MAE: 0.107. Result ID: 6990400d3a6c314849ff394f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoNet

MAE: 0.145. Result ID: 6990400d3a6c314849ff394b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19d8b.md>)

[Implementation](<https://github.com/OIPLab-DUT/CoNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DPANet

MAE: 0.154. Result ID: 6990400d3a6c314849ff3946.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aae1e209131cea29b8b.md>)

[Implementation](<https://github.com/JosephChenHub/DPANet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Zhang et al.

MAE: 0.163. Result ID: 6990400d3a6c314849ff3948.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCNet

MAE: 0.172. Result ID: 6990400d3a6c314849ff3945.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 0.177. Result ID: 6990400d3a6c314849ff3958.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"Thermal-only"}. This record does not assert independent reproduction.

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