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Segment scene with unknown objects by transferable sparse models and efficient tuning with OpenTrans

Segment scene with unknown objects by transferable sparse models and efficient tuning with OpenTrans


Transferable and Principled Efficiency for Open-Vocabulary Segmentation



... pre-trained foundation vision-language models makes Open-Vocabulary Segmentation (OVS) possible.


... this approach introduces heavy computational overheads for two challenges: 1) large model sizes of the backbone; 2) expensive costs during the fine-tuning.


... Although traditional methods such as model compression and efficient fine-tuning can address these challenges, they often rely on heuristics.


... target achieving performance that is ... better than prior OVS works based on large vision-language foundation models, by utilizing smaller models that incur lower training costs.


... make ... efficiency principled and thus seamlessly transferable from one OVS framework to others without further customization.


... demonstrate ... superior trade-off between segmentation accuracy and computation costs over previous works ...



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