Event-based Object Segmentation 벤치마크
Event-based Object Segmentation on RGBE-SEG
mIoU
- 2019-06-15 — E2VID: mIoU 0.32
- 2021-01-01 — ETNet: mIoU 0.35
- 2023-12-24 — EventSAM: mIoU 0.41
| Rank | Model | mIoU | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | EventSAM | 0.41 | Segment Any Events via Weighted Adaptation of Pivotal Tokens | happychenpipi/eventsam | 2023 |
| 2 | ETNet | 0.35 | Event-Based Video Reconstruction Using Transformer | warranweng/et-net | 2021 |
| 3 | E2VID | 0.32 | High Speed and High Dynamic Range Video with an Event Camera | uzh-rpg/rpg_e2vid | 2019 |
| 4 | NGA | 0.30 | Learning to Exploit Multiple Vision Modalities by Using Grafted Networks | 2020 | |
| 5 | DTL | 0.29 | Dual Transfer Learning for Event-based End-task Prediction via Pluggable Event to Image Translation | addisonwang2013/dtl | 2021 |
| 6 | ESS | 0.28 | ESS: Learning Event-based Semantic Segmentation from Still Images | uzh-rpg/ess | 2022 |
| 7 | Evdistill | 0.27 | EvDistill: Asynchronous Events to End-task Learning via Bidirectional Reconstruction-guided Cross-modal Knowledge Distillation | addisonwang2013/evdistill | 2021 |
| 8 | SAM | 0.26 | Segment Anything | huggingface/transformers · facebookresearch/segment-anything · IDEA-Research/Grounded-Segment-Anything · +29 | 2023 |