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Open Vocabulary Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 113 papers

Title	Date	Tasks	Status	Hype
MVP-SEG: Multi-View Prompt Learning for Open-Vocabulary Semantic Segmentation	Apr 14, 2023	GPROpen Vocabulary Semantic Segmentation	—Unverified	0
OpenDAS: Open-Vocabulary Domain Adaptation for 2D and 3D Segmentation	May 30, 2024	3D Instance Segmentation3D Open-Vocabulary Instance Segmentation	—Unverified	0
Open-RGBT: Open-vocabulary RGB-T Zero-shot Semantic Segmentation in Open-world Environments	Oct 9, 2024	Open Vocabulary Semantic SegmentationOpen-Vocabulary Semantic Segmentation	—Unverified	0
Beyond-Labels: Advancing Open-Vocabulary Segmentation With Vision-Language Models	Jan 28, 2025	Image SegmentationOpen Vocabulary Semantic Segmentation	—Unverified	0
Open-Vocabulary 3D Semantic Segmentation with Foundation Models	Jan 1, 2024	3D Semantic SegmentationOpen Vocabulary Semantic Segmentation	—Unverified	0
Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation	Nov 26, 2024	ObjectOpen Vocabulary Semantic Segmentation	—Unverified	0
VLMs meet UDA: Boosting Transferability of Open Vocabulary Segmentation with Unsupervised Domain Adaptation	Dec 12, 2024	Domain AdaptationOpen Vocabulary Semantic Segmentation	—Unverified	0
Open-Vocabulary Semantic Segmentation with Uncertainty Alignment for Robotic Scene Understanding in Indoor Building Environments	Mar 29, 2025	NavigateOpen Vocabulary Semantic Segmentation	—Unverified	0
Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels	Sep 30, 2024	Online ClusteringOpen Vocabulary Semantic Segmentation	—Unverified	0
econSG: Efficient and Multi-view Consistent Open-Vocabulary 3D Semantic Gaussians	Apr 8, 2025	3DGSComputational Efficiency	—Unverified	0

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All datasets PASCAL Context-59 ADE20K-150 ADE20K-847 PascalVOC-20 PASCAL Context-459 COCO-Stuff-171 Cityscapes PascalVOC-20b iSAID Cityscape-171 FAST ISPRS Potsdam

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HyperSeg	mIoU	64.6	—	Unverified
2	SILC	mIoU	63.5	—	Unverified
3	CAT-Seg	mIoU	63.3	—	Unverified
4	MaskCLIP++	mIoU	62.5	—	Unverified
5	CLIPSelf	mIoU	62.3	—	Unverified
6	UMG-CLIP-L/14	mIoU	61	—	Unverified
7	SED	mIoU	60.6	—	Unverified
8	Mask-Adapter	mIoU	60.4	—	Unverified
9	EBSeg-L	mIoU	60.2	—	Unverified
10	MAFT+	mIoU	59.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UMG-CLIP-E/14	mIoU	38.2	—	Unverified
2	MaskCLIP++	mIoU	38.2	—	Unverified
3	Mask-Adapter	mIoU	38.2	—	Unverified
4	CAT-Seg	mIoU	37.9	—	Unverified
5	SILC	mIoU	37.7	—	Unverified
6	UMG-CLIP-L/14	mIoU	36.1	—	Unverified
7	MAFT+	mIoU	36.1	—	Unverified
8	OVSeg + OpenDAS	mIoU	35.8	—	Unverified
9	SED	mIoU	35.2	—	Unverified
10	CLIPSelf	mIoU	34.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UMG-CLIP-E/14	mIoU	17.3	—	Unverified
2	MaskCLIP++	mIoU	16.8	—	Unverified
3	Mask-Adapter	mIoU	16.2	—	Unverified
4	CAT-Seg	mIoU	16	—	Unverified
5	UMG-CLIP-L/14	mIoU	15.4	—	Unverified
6	MAFT+	mIoU	15.1	—	Unverified
7	SILC	mIoU	15	—	Unverified
8	PosSAM	mIoU	14.9	—	Unverified
9	FC-CLIP	mIoU	14.8	—	Unverified
10	SCAN	mIoU	14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UMG-CLIP-L/14	mIoU	97.9	—	Unverified
2	SILC	mIoU	97.6	—	Unverified
3	SCAN	mIoU	97.2	—	Unverified
4	CAT-Seg	mIoU	97	—	Unverified
5	MaskCLIP++	mIoU	96.8	—	Unverified
6	MAFT+	mIoU	96.5	—	Unverified
7	EBSeg-L	mIoU	96.4	—	Unverified
8	FC-CLIP	mIoU	95.4	—	Unverified
9	OVSeg Swin-B	mIoU	94.5	—	Unverified
10	HyperSeg	mIoU	92.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SILC	mIoU	25.8	—	Unverified
2	UMG-CLIP-E/14	mIoU	25.2	—	Unverified
3	MaskCLIP++	mIoU	23.9	—	Unverified
4	CAT-Seg	mIoU	23.8	—	Unverified
5	UMG-CLIP-L/14	mIoU	23.2	—	Unverified
6	Mask-Adapter	mIoU	22.7	—	Unverified
7	SED	mIoU	22.6	—	Unverified
8	MAFT+	mIoU	21.6	—	Unverified
9	EBSeg-L	mIoU	21	—	Unverified
10	FC-CLIP	mIoU	18.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	POMP	HIoU	39.1	—	Unverified
2	ZSSeg	HIoU	37.8	—	Unverified
3	ZegFormer	HIoU	34.8	—	Unverified
4	TTD (TCL)	mIoU	23.7	—	Unverified
5	LaVG	mIoU	23.2	—	Unverified
6	CLIP Surgery (original CLIP without any fine-tuning)	mIoU	21.9	—	Unverified
7	TTD (MaskCLIP)	mIoU	19.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FC-CLIP	mIoU	56.2	—	Unverified
2	SimSeg	mIoU	34.5	—	Unverified
3	TTD (TCL)	mIoU	32	—	Unverified
4	CLIP Surgery (CLIP without any fine-tuning)	mIoU	31.4	—	Unverified
5	TTD (MaskCLIP)	mIoU	27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UMG-CLIP-E/14	mIoU	85.4	—	Unverified
2	CAT-Seg	mIoU	82.5	—	Unverified
3	SILC	mIoU	82.5	—	Unverified
4	FC-CLIP	mIoU	81.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SkySense-O	mIoU-	43.9	—	Unverified
2	SegEarth-OV	mIoU-	21.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PACL	mIoU	38.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SkySense-O	mIoU	8.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SkySense-O	mIoU	54.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SkySense-O	mIoU	30.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SkySense-O	mIoU	32.12	—	Unverified