FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204392079> ?p ?o ?g. }

• W3204392079 abstract "Real-world object sampling produces long-tailed distributions requiring exponentially more images for rare types. Zero-shot detection, which aims to detect unseen objects, is one direction to address this problem. A dataset such as COCO is extensively annotated across many images but with a sparse number of categories and annotating all object classes across a diverse domain is expensive and challenging. To advance zero-shot detection, we develop a Vision-Language distillation method that aligns both image and text embeddings from a zero-shot pre-trained model such as CLIP to a modified semantic prediction head from a one-stage detector like YOLOv5. With this method, we are able to train an object detector that achieves state-of-the-art accuracy on the COCO zero-shot detection splits with fewer model parameters. During inference, our model can be adapted to detect any number of object classes without additional training. We also find that the improvements provided by the scaling of our method are consistent across various YOLOv5 scales. Furthermore, we develop a self-training method that provides a significant score improvement without needing extra images nor labels." @default.
• W3204392079 created "2021-10-11" @default.
• W3204392079 creator A5032088645 @default.
• W3204392079 creator A5042419001 @default.
• W3204392079 date "2021-09-24" @default.
• W3204392079 modified "2023-09-27" @default.
• W3204392079 title "ZSD-YOLO: Zero-Shot YOLO Detection using Vision-Language KnowledgeDistillation." @default.
• W3204392079 cites W1676820704 @default.
• W3204392079 cites W1846799578 @default.
• W3204392079 cites W1861492603 @default.
• W3204392079 cites W1993309459 @default.
• W3204392079 cites W2031489346 @default.
• W3204392079 cites W2041076459 @default.
• W3204392079 cites W2081580037 @default.
• W3204392079 cites W2098411764 @default.
• W3204392079 cites W2102605133 @default.
• W3204392079 cites W2108598243 @default.
• W3204392079 cites W2134270519 @default.
• W3204392079 cites W2138011018 @default.
• W3204392079 cites W2150295085 @default.
• W3204392079 cites W2168356304 @default.
• W3204392079 cites W2570343428 @default.
• W3204392079 cites W2599765304 @default.
• W3204392079 cites W2613718673 @default.
• W3204392079 cites W2789366140 @default.
• W3204392079 cites W2905535961 @default.
• W3204392079 cites W2944165510 @default.
• W3204392079 cites W2948672349 @default.
• W3204392079 cites W2952122856 @default.
• W3204392079 cites W2963037989 @default.
• W3204392079 cites W2963499153 @default.
• W3204392079 cites W2963854535 @default.
• W3204392079 cites W2963936013 @default.
• W3204392079 cites W2971892976 @default.
• W3204392079 cites W2997795356 @default.
• W3204392079 cites W3034199269 @default.
• W3204392079 cites W3106250896 @default.
• W3204392079 cites W3109283569 @default.
• W3204392079 cites W3135367836 @default.
• W3204392079 cites W3210311771 @default.
• W3204392079 hasPublicationYear "2021" @default.
• W3204392079 type Work @default.
• W3204392079 sameAs 3204392079 @default.
• W3204392079 citedByCount "0" @default.
• W3204392079 crossrefType "posted-content" @default.
• W3204392079 hasAuthorship W3204392079A5032088645 @default.
• W3204392079 hasAuthorship W3204392079A5042419001 @default.
• W3204392079 hasConcept C115961682 @default.
• W3204392079 hasConcept C119857082 @default.
• W3204392079 hasConcept C138885662 @default.
• W3204392079 hasConcept C153180895 @default.
• W3204392079 hasConcept C154945302 @default.
• W3204392079 hasConcept C178790620 @default.
• W3204392079 hasConcept C185592680 @default.
• W3204392079 hasConcept C2776151529 @default.
• W3204392079 hasConcept C2776214188 @default.
• W3204392079 hasConcept C2778344882 @default.
• W3204392079 hasConcept C2780813799 @default.
• W3204392079 hasConcept C2781238097 @default.
• W3204392079 hasConcept C31972630 @default.
• W3204392079 hasConcept C41008148 @default.
• W3204392079 hasConcept C41895202 @default.
• W3204392079 hasConcept C76155785 @default.
• W3204392079 hasConcept C94915269 @default.
• W3204392079 hasConceptScore W3204392079C115961682 @default.
• W3204392079 hasConceptScore W3204392079C119857082 @default.
• W3204392079 hasConceptScore W3204392079C138885662 @default.
• W3204392079 hasConceptScore W3204392079C153180895 @default.
• W3204392079 hasConceptScore W3204392079C154945302 @default.
• W3204392079 hasConceptScore W3204392079C178790620 @default.
• W3204392079 hasConceptScore W3204392079C185592680 @default.
• W3204392079 hasConceptScore W3204392079C2776151529 @default.
• W3204392079 hasConceptScore W3204392079C2776214188 @default.
• W3204392079 hasConceptScore W3204392079C2778344882 @default.
• W3204392079 hasConceptScore W3204392079C2780813799 @default.
• W3204392079 hasConceptScore W3204392079C2781238097 @default.
• W3204392079 hasConceptScore W3204392079C31972630 @default.
• W3204392079 hasConceptScore W3204392079C41008148 @default.
• W3204392079 hasConceptScore W3204392079C41895202 @default.
• W3204392079 hasConceptScore W3204392079C76155785 @default.
• W3204392079 hasConceptScore W3204392079C94915269 @default.
• W3204392079 hasLocation W32043920791 @default.
• W3204392079 hasOpenAccess W3204392079 @default.
• W3204392079 hasPrimaryLocation W32043920791 @default.
• W3204392079 hasRelatedWork W1483870316 @default.
• W3204392079 hasRelatedWork W2129818882 @default.
• W3204392079 hasRelatedWork W2145983039 @default.
• W3204392079 hasRelatedWork W2298532145 @default.
• W3204392079 hasRelatedWork W2472769105 @default.
• W3204392079 hasRelatedWork W2566793769 @default.
• W3204392079 hasRelatedWork W2580566945 @default.
• W3204392079 hasRelatedWork W2618658145 @default.
• W3204392079 hasRelatedWork W2768489488 @default.
• W3204392079 hasRelatedWork W2804761240 @default.
• W3204392079 hasRelatedWork W2976982891 @default.
• W3204392079 hasRelatedWork W3006322372 @default.
• W3204392079 hasRelatedWork W3011723031 @default.
• W3204392079 hasRelatedWork W3018407543 @default.
• W3204392079 hasRelatedWork W3106938141 @default.
• W3204392079 hasRelatedWork W3117277963 @default.

• next