RGB Salient Object Detection
RGB Salient object detection is a task-based on a visual attention mechanism, in which algorithms aim to explore objects or regions more attentive than the surrounding areas on the scene or RGB images.
( Image credit: Attentive Feedback Network for Boundary-Aware Salient Object Detection )
Papers
Showing 201–222 of 222 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BiRefNet (DUTS, HRSOD, UHRSD) | S-Measure | 0.94 | — | Unverified |
| 2 | BiRefNet (DUTS, UHRSD) | S-Measure | 0.94 | — | Unverified |
| 3 | BiRefNet (DUTS) | S-Measure | 0.94 | — | Unverified |
| 4 | BiRefNet (DUTS, HRSOD) | S-Measure | 0.94 | — | Unverified |
| 5 | C4Net | mean E-Measure | 0.94 | — | Unverified |
| 6 | BiRefNet (HRSOD, UHRSD) | S-Measure | 0.93 | — | Unverified |
| 7 | CPDR-L | mean E-Measure | 0.93 | — | Unverified |
| 8 | InSPyReNet | S-Measure | 0.93 | — | Unverified |
| 9 | M3Net-S | S-Measure | 0.93 | — | Unverified |
| 10 | TRACER-TE7 | S-Measure | 0.92 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CPDR-L | mean E-Measure | 0.88 | — | Unverified |
| 2 | BiRefNet (DUTS, HRSOD, UHRSD) | S-Measure | 0.88 | — | Unverified |
| 3 | BiRefNet (DUTS, UHRSD) | S-Measure | 0.88 | — | Unverified |
| 4 | InSPyReNet | S-Measure | 0.88 | — | Unverified |
| 5 | M3Net-S | S-Measure | 0.87 | — | Unverified |
| 6 | BiRefNet (DUTS) | S-Measure | 0.87 | — | Unverified |
| 7 | BiRefNet (DUTS, HRSOD) | S-Measure | 0.87 | — | Unverified |
| 8 | C4Net | mean E-Measure | 0.87 | — | Unverified |
| 9 | BiRefNet (HRSOD, UHRSD) | S-Measure | 0.86 | — | Unverified |
| 10 | TRACER-TE7 | S-Measure | 0.86 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | M3Net-S | S-Measure | 0.95 | — | Unverified |
| 2 | PoolNet (VGG-16) | F-measure | 0.95 | — | Unverified |
| 3 | InSPyReNet | S-Measure | 0.94 | — | Unverified |
| 4 | TRACER-TE7 | S-Measure | 0.94 | — | Unverified |
| 5 | CFDN | S-Measure | 0.93 | — | Unverified |
| 6 | M3Net-R | S-Measure | 0.93 | — | Unverified |
| 7 | DSS (Res2Net-50) | F-measure | 0.93 | — | Unverified |
| 8 | UCNet-CVAE | S-Measure | 0.92 | — | Unverified |
| 9 | CPD-R (ResNet50) | F-measure | 0.92 | — | Unverified |
| 10 | HybridSOD | S-Measure | 0.89 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | InSPyReNet | S-Measure | 0.94 | — | Unverified |
| 2 | M3Net-S | S-Measure | 0.94 | — | Unverified |
| 3 | PoolNet (VGG-16) | F-measure | 0.94 | — | Unverified |
| 4 | TRACER-TE7 | S-Measure | 0.93 | — | Unverified |
| 5 | M3Net-R | S-Measure | 0.93 | — | Unverified |
| 6 | UCNet-CVAE | S-Measure | 0.92 | — | Unverified |
| 7 | UCNet-ABP | S-Measure | 0.92 | — | Unverified |
| 8 | DSS (Res2Net-50) | F-measure | 0.91 | — | Unverified |
| 9 | CPD-R (ResNet50) | F-measure | 0.89 | — | Unverified |
| 10 | HybridSOD | S-Measure | 0.89 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PDFNet (HRSOD,UHRSD) | S-Measure | 0.96 | — | Unverified |
| 2 | BiRefNet (DUTS, HRSOD, UHRSD) | S-Measure | 0.96 | — | Unverified |
| 3 | BiRefNet (DUTS, HRSOD) | S-Measure | 0.96 | — | Unverified |
| 4 | InSPyReNet (DUTS, HRSOD) | S-Measure | 0.96 | — | Unverified |
| 5 | BiRefNet (DUTS, UHRSD) | S-Measure | 0.96 | — | Unverified |
| 6 | BiRefNet (DUTS) | S-Measure | 0.96 | — | Unverified |
| 7 | BiRefNet (HRSOD, UHRSD) | S-Measure | 0.96 | — | Unverified |
| 8 | InSPyReNet (HRSOD, UHRSD) | S-Measure | 0.96 | — | Unverified |
| 9 | InSPyReNet | S-Measure | 0.95 | — | Unverified |
| 10 | PGNet (HRSOD, UHRSD) | S-Measure | 0.94 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CFDN | S-Measure | 0.89 | — | Unverified |
| 2 | InSPyReNet | S-Measure | 0.89 | — | Unverified |
| 3 | M3Net-S | S-Measure | 0.89 | — | Unverified |
| 4 | TRACER-TE7 | S-Measure | 0.88 | — | Unverified |
| 5 | PoolNet (VGG-16) | F-measure | 0.88 | — | Unverified |
| 6 | M3Net-R | S-Measure | 0.87 | — | Unverified |
| 7 | DSS (Res2Net-50) | F-measure | 0.84 | — | Unverified |
| 8 | HybridSOD | S-Measure | 0.83 | — | Unverified |
| 9 | CPD-R (ResNet50) | F-measure | 0.82 | — | Unverified |
| 10 | BASNet | MAE | 0.08 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BiRefNet (HRSOD, UHRSD) | S-measure | 0.98 | — | Unverified |
| 2 | BiRefNet (DUTS, HRSOD, UHRSD) | S-measure | 0.98 | — | Unverified |
| 3 | BiRefNet (DUTS, UHRSD) | S-measure | 0.98 | — | Unverified |
| 4 | BiRefNet (DUTS, HRSOD) | S-measure | 0.97 | — | Unverified |
| 5 | InSPyReNet (DUTS, HRSOD) | S-measure | 0.97 | — | Unverified |
| 6 | BiRefNet (DUTS) | S-measure | 0.97 | — | Unverified |
| 7 | InSPyReNet | S-measure | 0.96 | — | Unverified |
| 8 | PGNet (HRSOD, UHRSD) | S-measure | 0.95 | — | Unverified |
| 9 | PGNet (DUTS, HRSOD) | S-measure | 0.95 | — | Unverified |
| 10 | PGNet | S-measure | 0.94 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BiRefNet (DUTS, HRSOD, UHRSD) | S-Measure | 0.96 | — | Unverified |
| 2 | PDFNet (HRSOD, UHRSD) | S-Measure | 0.95 | — | Unverified |
| 3 | InSPyReNet (HRSOD, UHRSD) | S-Measure | 0.95 | — | Unverified |
| 4 | BiRefNet (HRSOD, UHRSD) | S-Measure | 0.95 | — | Unverified |
| 5 | BiRefNet (DUTS, UHRSD) | S-Measure | 0.95 | — | Unverified |
| 6 | BiRefNet (DUTS, HRSOD) | S-Measure | 0.94 | — | Unverified |
| 7 | InSPyReNet (DUTS, HRSOD) | S-Measure | 0.94 | — | Unverified |
| 8 | PGNet (HRSOD, UHRSD) | S-Measure | 0.94 | — | Unverified |
| 9 | InSPyReNet | S-Measure | 0.93 | — | Unverified |
| 10 | BiRefNet (DUTS) | S-Measure | 0.93 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DSS | Balanced Error Rate | 10.48 | — | Unverified |
| 2 | scGAN | Balanced Error Rate | 8.98 | — | Unverified |
| 3 | DSC | Balanced Error Rate | 8.24 | — | Unverified |
| 4 | NLDF | Balanced Error Rate | 7.5 | — | Unverified |
| 5 | JDR | Balanced Error Rate | 7.35 | — | Unverified |
| 6 | BMPM | Balanced Error Rate | 7.1 | — | Unverified |
| 7 | CPD | Balanced Error Rate | 6.76 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PiCANet | Average MAE | 0.13 | — | Unverified |
| 2 | AFNet | Average MAE | 0.12 | — | Unverified |
| 3 | NLDF | Average MAE | 0.11 | — | Unverified |
| 4 | SCRN | Average MAE | 0.1 | — | Unverified |
| 5 | BASNet | Average MAE | 0.09 | — | Unverified |
| 6 | UCNet-APB | Average MAE | 0.09 | — | Unverified |
| 7 | UCNet-CVAE | Average MAE | 0.09 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | scGAN | Balanced Error Rate | 11.5 | — | Unverified |
| 2 | JDR | Balanced Error Rate | 11.23 | — | Unverified |
| 3 | DSS | Balanced Error Rate | 10.56 | — | Unverified |
| 4 | DSC | Balanced Error Rate | 8.1 | — | Unverified |
| 5 | BMPM | Balanced Error Rate | 8.09 | — | Unverified |
| 6 | NLDF | Balanced Error Rate | 7.69 | — | Unverified |
| 7 | CPD | Balanced Error Rate | 7.21 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BASNet | MAE | 0.11 | — | Unverified |
| 2 | BMPM | MAE | 0.11 | — | Unverified |
| 3 | PoolNet (VGG-16) | MAE | 0.1 | — | Unverified |