OpenCodePapers
open-vocabulary-semantic-segmentation-on-5
Open Vocabulary Semantic Segmentation
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Paper
Code
mIoU
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hIoU
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ModelName
ReleaseDate
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UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World Understanding
✓ Link
97.9
UMG-CLIP-L/14
2024-01-12
SILC: Improving Vision Language Pretraining with Self-Distillation
97.6
SILC
2023-10-20
Open-Vocabulary Segmentation with Semantic-Assisted Calibration
✓ Link
97.2
SCAN
2023-12-07
CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation
✓ Link
97.0
CAT-Seg
2023-03-21
MaskCLIP++: A Mask-Based CLIP Fine-tuning Framework for Open-Vocabulary Image Segmentation
✓ Link
96.8
MaskCLIP++
2024-12-16
Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation
✓ Link
96.5
MAFT+
2024-08-01
Open-Vocabulary Semantic Segmentation with Image Embedding Balancing
✓ Link
96.4
EBSeg-L
2024-06-14
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP
✓ Link
95.4
FC-CLIP
2023-08-04
Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP
✓ Link
94.5
OVSeg Swin-B
2022-10-09
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92.1
MAFT-ViTL
Learning Mask-aware CLIP Representations for Zero-Shot Segmentation
✓ Link
92.1
MAFT-ViTL
2023-09-30
HyperSeg: Towards Universal Visual Segmentation with Large Language Model
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92.1
HyperSeg
2024-11-26
Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition
✓ Link
89.4
84.4
POMP
2023-04-10
TagAlign: Improving Vision-Language Alignment with Multi-Tag Classification
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87.9
TagAlign(trained with image-text pairs)
2023-12-21
Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models
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84.6
ODISE
2023-03-08
Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs
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83.2
TCL
2022-12-01
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation
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82.5
LaVG
2024-08-09
Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning
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72.3
PACL
2022-12-09
A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model
✓ Link
77.5
ZSSeg
2021-12-29
Decoupling Zero-Shot Semantic Segmentation
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73.3
ZegFormer
2021-12-15