# Glass Segmentation on RGB-T dataset Images with glass 1.0 (test)

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

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

Data updated: 2026-02-26T05:49:00.266Z

Evaluation of Glass Segmentation performance on the test split of the RGB-T dataset Images with glass 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 Images with glass 1.0 (test) |
| Metric | MAE |
| Unit | PERCENT |
| 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-images-with-glass-1-0-test.md?metric=MAE>): Lower is better; unit: PERCENT.

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

- [Fβ Score](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-images-with-glass-1-0-test.md?metric=F%CE%B2%20Score>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| RGB-T Glass Segmentation Network | 2.7 | Not recorded | 68fa6ec61e209131cea41f9f |
| CMX | 3.1 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBS | 4.1 | Not recorded | 68fa6ec61e209131cea41f9f |
| SPNet | 4.4 | Not recorded | 68fa6ec61e209131cea41f9f |
| CLNet | 4.5 | Not recorded | 68fa6ec61e209131cea41f9f |
| VST | 5 | Not recorded | 68fa6ec61e209131cea41f9f |
| ESANet | 5.1 | Not recorded | 68fa6ec61e209131cea41f9f |
| UTA | 5.1 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segformer | 5.2 | Not recorded | 68fa6ec61e209131cea41f9f |
| HDFNet | 5.5 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 5.6 | Not recorded | 68fa6ec61e209131cea41f9f |
| ShapeConv | 5.9 | Not recorded | 68fa6ec61e209131cea41f9f |
| DCFNet | 5.9 | Not recorded | 68fa6ec61e209131cea41f9f |
| RD3D | 6.4 | Not recorded | 68fa6ec61e209131cea41f9f |
| RTFNet | 6.8 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segmenter | 7.2 | Not recorded | 68fa6ec61e209131cea41f9f |
| HAINet | 7.8 | Not recorded | 68fa6ec61e209131cea41f9f |
| UCNet | 7.9 | Not recorded | 68fa6ec61e209131cea41f9f |
| SSF | 8.1 | Not recorded | 68fa6ec61e209131cea41f9f |
| DANet | 8.2 | Not recorded | 68fa6ec61e209131cea41f9f |
| ATSA | 8.8 | Not recorded | 68fa6ec61e209131cea41f9f |
| FRDT | 9.4 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBLNet | 11.3 | Not recorded | 68fa6ec61e209131cea41f9f |
| CoNet | 11.8 | Not recorded | 68fa6ec61e209131cea41f9f |
| Zhang et al. | 15.6 | Not recorded | 68fa6ec61e209131cea41f9f |
| MCNet | 17.7 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 18.9 | Not recorded | 68fa6ec61e209131cea41f9f |
| DPANet | 24.1 | Not recorded | 68fa6ec61e209131cea41f9f |

### RGB-T Glass Segmentation Network

MAE: 2.7. Result ID: 6990400d3a6c314849ff3922.

[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","#Params":"85.02M","Inference time":"0.048s","Model size":"328Mb"}. This record does not assert independent reproduction.

### CMX

MAE: 3.1. Result ID: 6990400d3a6c314849ff390a.

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

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

Recorded evaluation configuration: {"#Params":"66.56M","Inference time":"0.035s","Model size":"255Mb"}. This record does not assert independent reproduction.

### EBS

MAE: 4.1. Result ID: 6990400d3a6c314849ff391b.

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

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

Recorded evaluation configuration: {"#Params":"118.96M","Inference time":"0.036s","Model size":"467Mb"}. This record does not assert independent reproduction.

### SPNet

MAE: 4.4. Result ID: 6990400d3a6c314849ff391e.

[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: {"#Params":"175.29M","Inference time":"0.058s","Model size":"671Mb"}. This record does not assert independent reproduction.

### CLNet

MAE: 4.5. Result ID: 6990400d3a6c314849ff391d.

[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: {"#Params":"246.13M","Inference time":"0.142s","Model size":"941Mb"}. This record does not assert independent reproduction.

### VST

MAE: 5. Result ID: 6990400d3a6c314849ff391c.

[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: {"#Params":"83.83M","Inference time":"0.034s","Model size":"321Mb"}. This record does not assert independent reproduction.

### ESANet

MAE: 5.1. Result ID: 6990400d3a6c314849ff3909.

[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: {"#Params":"46.88M","Inference time":"0.022s","Model size":"359Mb"}. This record does not assert independent reproduction.

### UTA

MAE: 5.1. Result ID: 6990400d3a6c314849ff391a.

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

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

Recorded evaluation configuration: {"#Params":"48.61M","Inference time":"0.023s","Model size":"98Mb"}. This record does not assert independent reproduction.

### Segformer

MAE: 5.2. Result ID: 6990400d3a6c314849ff390b.

[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: {"#Params":"34.07M","Inference time":"0.017s","Model size":"131Mb"}. This record does not assert independent reproduction.

### HDFNet

MAE: 5.5. Result ID: 6990400d3a6c314849ff3916.

[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: {"#Params":"54.77M","Inference time":"0.019s","Model size":"419Mb"}. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 5.6. Result ID: 6990400d3a6c314849ff3921.

[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","#Params":"65.14M","Inference time":"0.039s","Model size":"238Mb"}. This record does not assert independent reproduction.

### ShapeConv

MAE: 5.9. Result ID: 6990400d3a6c314849ff3908.

[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: {"#Params":"41.21M","Inference time":"0.534s","Model size":"161Mb"}. This record does not assert independent reproduction.

### DCFNet

MAE: 5.9. Result ID: 6990400d3a6c314849ff3919.

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

Recorded evaluation configuration: {"#Params":"108.49M","Inference time":"0.064s","Model size":"373Mb"}. This record does not assert independent reproduction.

### RD3D

MAE: 6.4. Result ID: 6990400d3a6c314849ff3918.

[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: {"#Params":"46.90M","Inference time":"0.013s","Model size":"180Mb"}. This record does not assert independent reproduction.

### RTFNet

MAE: 6.8. Result ID: 6990400d3a6c314849ff3907.

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

Recorded evaluation configuration: {"#Params":"185.23M","Inference time":"0.016s","Model size":"708Mb"}. This record does not assert independent reproduction.

### Segmenter

MAE: 7.2. Result ID: 6990400d3a6c314849ff390c.

[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: {"#Params":"103.15M","Inference time":"1.067s","Model size":"784Mb"}. This record does not assert independent reproduction.

### HAINet

MAE: 7.8. Result ID: 6990400d3a6c314849ff390f.

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

Recorded evaluation configuration: {"#Params":"59.82M","Inference time":"0.023s","Model size":"229Mb"}. This record does not assert independent reproduction.

### UCNet

MAE: 7.9. Result ID: 6990400d3a6c314849ff3912.

[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: {"#Params":"31.26M","Inference time":"0.026s","Model size":"120Mb"}. This record does not assert independent reproduction.

### SSF

MAE: 8.1. Result ID: 6990400d3a6c314849ff3911.

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

Recorded evaluation configuration: {"#Params":"32.93M","Inference time":"0.028s","Model size":"126Mb"}. This record does not assert independent reproduction.

### DANet

MAE: 8.2. Result ID: 6990400d3a6c314849ff3915.

[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: {"#Params":"26.68M","Inference time":"0.007s","Model size":"102Mb"}. This record does not assert independent reproduction.

### ATSA

MAE: 8.8. Result ID: 6990400d3a6c314849ff3914.

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

Recorded evaluation configuration: {"#Params":"32.16M","Inference time":"0.021s","Model size":"124Mb"}. This record does not assert independent reproduction.

### FRDT

MAE: 9.4. Result ID: 6990400d3a6c314849ff3917.

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

Recorded evaluation configuration: {"#Params":"72.81M","Inference time":"0.013s","Model size":"279Mb"}. This record does not assert independent reproduction.

### EBLNet

MAE: 11.3. Result ID: 6990400d3a6c314849ff391f.

[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: {"#Params":"48.36M","Inference time":"0.012s","Model size":"185Mb"}. This record does not assert independent reproduction.

### CoNet

MAE: 11.8. Result ID: 6990400d3a6c314849ff3913.

[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: {"#Params":"43.66M","Inference time":"0.021s","Model size":"168Mb"}. This record does not assert independent reproduction.

### Zhang et al.

MAE: 15.6. Result ID: 6990400d3a6c314849ff3910.

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

Recorded evaluation configuration: {"#Params":"38.87M","Inference time":"0.053s","Model size":"445Mb"}. This record does not assert independent reproduction.

### MCNet

MAE: 17.7. Result ID: 6990400d3a6c314849ff390d.

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

Recorded evaluation configuration: {"#Params":"54.64M","Inference time":"0.266s","Model size":"210Mb"}. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 18.9. Result ID: 6990400d3a6c314849ff3920.

[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","#Params":"65.14M","Inference time":"0.039s","Model size":"238Mb"}. This record does not assert independent reproduction.

### DPANet

MAE: 24.1. Result ID: 6990400d3a6c314849ff390e.

[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: {"#Params":"92.40M","Inference time":"0.019s","Model size":"354Mb"}. This record does not assert independent reproduction.

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