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ResearchFormerly WizWand

Semantic Segmentation on PASCAL VOC with background class

84mIoULSMSeg
22.74438.64754.5570.453Dec 1, 2022Apr 1, 2023Aug 1, 2023Dec 1, 2023Mar 31, 2024Jul 31, 2024Nov 30, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LSMSegVLM=CLIP ViT-L/14, Training Dataset=COCO-Stuff2024.1184
CAT-SegVLM=CLIP ViT-L/14, Training Dataset=COCO-Stuff2024.1182.5
FC-CLIPVLM=ConvNeXt-L, Training Dataset=COCO Panoptic2024.1181.8
LSMSegVLM=CLIP ViT-B/16, Training Dataset=COCO-Stuff2024.1181.1
CAT-SegVLM=CLIP ViT-B/16, Training Dataset=COCO-Stuff2024.1177.3
OpenSegVLM=ALIGN EN-B7, Training Dataset=COCO Panoptic2024.1170.2
ZegFormerVLM=CLIP ViT-B/16, Training Dataset=COCO-Stuff2024.1165.5
TCLEvaluation Mode=Zero-shot, Backbone=CLIP ViT-B/162022.1255
GroupViT (RedCaps)Training Data=RedCaps + CC12M, Evaluation Mode=Zero-shot2022.1250.4
GroupViT (YFCC)Training Data=YFCC + CC12M, Evaluation Mode=Zero-shot2022.1249.5
MaskCLIPRefinement=With heuristic refinement, Evaluation Mode=Zero-shot2022.1238.8
MaskCLIP (Baseline)Refinement=None, Evaluation Mode=Zero-shot2022.1229.3
ReCoEvaluation Mode=Zero-shot2022.1225.1