ML Research Wiki / Benchmarks / Semantic Segmentation / Fine-Grained Grass Segmentation Dataset

Fine-Grained Grass Segmentation Dataset

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 D2LS Dynamic Dictionary Learning for Remote Sensing Image Segmentation 51.96 2025-03-09 📦 XavierJiezou/D2LS
2 KTDA Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image Segmentation 50.86 2024-12-09 📦 XavierJiezou/KTDA
3 SegFormer SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 48.29 2021-05-31 📦 huggingface/transformers 📦 VikParuchuri/surya 📦 PaddlePaddle/PaddleSeg
4 UNet U-Net: Convolutional Networks for Biomedical Image Segmentation 48.17 2015-05-18 📦 labmlai/annotated_deep_learning_paper_implementations 📦 milesial/Pytorch-UNet 📦 open-mmlab/mmsegmentation
5 PSPNet Pyramid Scene Parsing Network 47.95 2016-12-04 📦 tensorflow/models 📦 tensorflow/models 📦 open-mmlab/mmsegmentation
6 DeepLabv3+ Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation 47.95 2018-02-07 📦 tensorflow/models 📦 tensorflow/models 📦 open-mmlab/mmsegmentation
7 DINOv2 DINOv2: Learning Robust Visual Features without Supervision 47.57 2023-04-14 📦 huggingface/transformers 📦 facebookresearch/dinov2 📦 roboflow/rf-detr
8 FCN Fully Convolutional Networks for Semantic Segmentation 47.47 2014-11-14 📦 pochih/fcn-pytorch 📦 andyzeng/apc-vision-toolbox 📦 martinkersner/py_img_seg_eval
9 Mask2Former Masked-attention Mask Transformer for Universal Image Segmentation 44.93 2021-12-02 📦 huggingface/transformers 📦 open-mmlab/mmdetection 📦 facebookresearch/Mask2Former

All Papers (9)

XavierJiezou/D2LS
XavierJiezou/KTDA
huggingface/transformers VikParuchuri/surya
labmlai/annotated_deep_learning_paper_implementations milesial/Pytorch-UNet
tensorflow/models tensorflow/models
tensorflow/models tensorflow/models
huggingface/transformers facebookresearch/dinov2
pochih/fcn-pytorch andyzeng/apc-vision-toolbox
huggingface/transformers open-mmlab/mmdetection