ML Research Wiki / Benchmarks / Semantic Segmentation / DSEC

DSEC

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 BRENet Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation 74.94 2025-05-02 📦 zyaocoder/BRENet
2 CMNeXt Delivering Arbitrary-Modal Semantic Segmentation 72.54 2023-03-02 📦 jamycheung/DELIVER
3 CMX CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 72.42 2022-03-09 📦 huaaaliu/rgbx_semantic_segmentation
4 SegFormer-B2 SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 71.99 2021-05-31 📦 huggingface/transformers 📦 VikParuchuri/surya 📦 PaddlePaddle/PaddleSeg
5 SegNeXt-B SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation 71.55 2022-09-18 📦 open-mmlab/mmsegmentation 📦 open-edge-platform/training_extensions 📦 visual-attention-network/segnext 📦 open-edge-platform/geti 📦 Jittor/JSeg
6 EDCNet-S2D Exploring Event-driven Dynamic Context for Accident Scene Segmentation 56.75 2021-12-09 📦 jamycheung/ISSAFE
7 HALSIE HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities 52.43 2022-11-19 -
8 EV-SegNet EV-SegNet: Semantic Segmentation for Event-based Cameras 51.76 2018-11-29 -
9 ESS ESS: Learning Event-based Semantic Segmentation from Still Images 51.57 2022-03-18 📦 uzh-rpg/ess

All Papers (9)

zyaocoder/BRENet
jamycheung/DELIVER
huaaaliu/rgbx_semantic_segmentation
huggingface/transformers VikParuchuri/surya
open-mmlab/mmsegmentation open-edge-platform/training_extensions
jamycheung/ISSAFE
uzh-rpg/ess