FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis | Paper Citation Record

Observation 8e7e03aa-deae-4952-b0f5-3acedd0a7964 · outbound

This paper cites Referring expression comprehension: A survey of methods and datasets,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Referring expression comprehension: A survey of methods and datasets,

Reference 1

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Observation 6091f9aa-01a8-416a-b8ae-ff0a561b15b2 · outbound

This paper cites Referring image segmentation by generative adversarial learning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Referring image segmentation by generative adversarial learning,

Reference 2

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This paper cites Visual question answering: A survey of methods and datasets,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Visual question answering: A survey of methods and datasets,

Reference 3

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Observation bb96b09f-c30a-41a6-9912-32101c1efe42 · outbound

This paper cites The multi-modal fusion in visual question answering: a review of attention mechanisms,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis The multi-modal fusion in visual question answering: a review of attention mechanisms,

Reference 4

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This paper cites Imagic: Text-based real image editing with diffusion models,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Imagic: Text-based real image editing with diffusion models,

Reference 5

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Observation 584b8006-d2a8-4c89-84c3-deda4758586f · outbound

This paper cites Instructpix2pix: Learning to follow image editing instructions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Instructpix2pix: Learning to follow image editing instructions,

Reference 6

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Observation 7fe83410-bf6f-44d1-9774-0d5fe1b69238 · outbound

This paper cites Structured scene memory for vision-language navigation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Structured scene memory for vision-language navigation,

Reference 7

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Observation 4e11f832-3daf-47d1-aaab-3b50a68881a6 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Learning transferable visual models from natural language supervision,

Reference 8

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Observation 9db3eaef-a637-42df-ac3c-c1d980c1f3f0 · outbound

This paper cites Reproducible scaling laws for contrastive language-image learning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Reproducible scaling laws for contrastive language-image learning,

Reference 9

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Observation 7a54d5de-9b06-444b-8f11-caa414dc1353 · outbound

This paper cites Simple open-vocabulary object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Simple open-vocabulary object detection,

Reference 10

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Observation 992104b3-9425-4fd5-9db0-03261483b1ab · outbound

This paper cites Scaling open-vocabulary object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Scaling open-vocabulary object detection,

Reference 11

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Observation 3f7f3dec-7fa0-4e84-9d26-11daff7c767e · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 12

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Observation 2413753a-e461-451b-aa42-3af70ad3987b · outbound

This paper cites Generation and comprehension of unambiguous object descriptions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Generation and comprehension of unambiguous object descriptions,

Reference 13

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Observation 13927099-e923-4ee1-91d3-064f8afa5529 · outbound

This paper cites Modeling context in referring expressions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Modeling context in referring expressions,

Reference 14

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Observation c5051570-7e8d-4a2d-9c68-2f44688beed3 · outbound

This paper cites ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

Reference 15

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Observation df3c80ff-a5f9-4f1e-8f2b-ee32e299981f · outbound

This paper cites Zero-shot referring image segmentation with global-local context features,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Zero-shot referring image segmentation with global-local context features,

Reference 16

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Observation 67aa5244-7244-483a-8349-f0705f04abf2 · outbound

This paper cites Cris: Clip-driven referring image segmentation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Cris: Clip-driven referring image segmentation,

Reference 17

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Observation 1a69c6cc-4c96-4ed1-b5c7-fb92fb010c16 · outbound

This paper cites When and why vision-language models behave like bags-of-words, and what to do about it?.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis When and why vision-language models behave like bags-of-words, and what to do about it?

Reference 18

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Observation 029300f0-48ee-4741-8c8d-f375d7f49e42 · outbound

This paper cites Dense and aligned captions (dac) promote compositional reasoning in vl models,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Dense and aligned captions (dac) promote compositional reasoning in vl models,

Reference 19

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Observation 90fe1438-30e1-437b-97b7-f5f9bf99d3ea · outbound

This paper cites Teaching structured vision & language concepts to vision & language models,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Teaching structured vision & language concepts to vision & language models,

Reference 20

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Observation 2174213a-6f5c-45a5-8015-bdf05c639a2e · outbound

This paper cites Visual programming: Compositional visual reasoning without training,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Visual programming: Compositional visual reasoning without training,

Reference 21

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Observation ed3f8d15-4288-41f1-91a7-fa2ab7b3f4a4 · outbound

This paper cites Aligning bag of regions for open-vocabulary object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Aligning bag of regions for open-vocabulary object detection,

Reference 22

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Observation dc3fbd00-1c6e-41a6-81cf-8fdef2e9c915 · outbound

This paper cites Comclip: Training-free composi- tional image and text matching,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Comclip: Training-free composi- tional image and text matching,

Reference 23

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Observation 3c09c83e-aac3-4ed3-9aef-4513883161c3 · outbound

This paper cites Zero-shot referring expression comprehension via structural similarity between images and captions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Zero-shot referring expression comprehension via structural similarity between images and captions,

Reference 24

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Observation 1f615f77-3b55-44d3-a5ec-2000a7ce5509 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis LLaMA: Open and Efficient Foundation Language Models

Reference 25

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Observation ea5405d4-7f8c-4475-9fa6-41e7553339c1 · outbound

This paper cites A survey on deep learning in medical image analysis,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis A survey on deep learning in medical image analysis,

Reference 26

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Observation d747ea37-1a56-4a9c-a077-30f3ecac5946 · outbound

This paper cites Towards high performance human keypoint detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Towards high performance human keypoint detection,

Reference 27

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Observation a67e9d9d-1247-4248-94ff-a2647e545388 · outbound

This paper cites Are we ready for autonomous driving? the kitti vision benchmark suite,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Are we ready for autonomous driving? the kitti vision benchmark suite,

Reference 28

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Observation 367eb66e-01c4-4f9b-8b3b-05fa26f883a8 · outbound

This paper cites Progressive lidar adaptation for road detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Progressive lidar adaptation for road detection,

Reference 29

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Observation be69d3a5-18e1-4148-a24e-9734df52ab28 · outbound

This paper cites X-linear attention networks for image captioning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis X-linear attention networks for image captioning,

Reference 30

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Observation 98530208-a4bf-4d0d-85da-09b254fd88e6 · outbound

This paper cites From show to tell: A survey on deep learning-based image captioning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis From show to tell: A survey on deep learning-based image captioning,

Reference 31

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Observation 217f642e-aa51-42e2-acda-0c87dc80ee62 · outbound

This paper cites Scaling up vision-language pre-training for image captioning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Scaling up vision-language pre-training for image captioning,

Reference 32

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This paper cites Comprehending and ordering seman- tics for image captioning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Comprehending and ordering seman- tics for image captioning,

Reference 33

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This paper cites Hierarchy parsing for image captioning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Hierarchy parsing for image captioning,

Reference 34

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Observation b149dedc-96aa-425d-bae6-eb0c909e3b31 · outbound

This paper cites Referitgame: Referring to objects in photographs of natural scenes,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Referitgame: Referring to objects in photographs of natural scenes,

Reference 35

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Observation 116dd1ed-65f8-4e0c-a609-f44c4d5b848a · outbound

This paper cites Microsoft coco: Common objects in context,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Microsoft coco: Common objects in context,

Reference 36

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Observation 9a39d4d1-d9e8-4b8b-a404-50cf5f0c504f · outbound

This paper cites Who’s waldo? linking people across text and images,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Who’s waldo? linking people across text and images,

Reference 37

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Observation 84896da5-54b7-4338-b65d-7c97d1e2cd98 · outbound

This paper cites Phrasecut: Language- based image segmentation in the wild,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Phrasecut: Language- based image segmentation in the wild,

Reference 38

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Observation d2553f7a-cb08-4c94-91f9-5491154bd8f2 · outbound

This paper cites Clevr-ref+: Diagnosing visual reasoning with referring expressions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Clevr-ref+: Diagnosing visual reasoning with referring expressions,

Reference 39

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This paper cites Refego: Referring expres- sion comprehension dataset from first-person perception of ego4d,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Refego: Referring expres- sion comprehension dataset from first-person perception of ego4d,

Reference 40

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Observation 8ba63ec0-e9fa-4bc6-a7c4-4e8e2e892ec8 · outbound

This paper cites InstructDET: Diversifying Referring Object Detection with Generalized Instructions.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis InstructDET: Diversifying Referring Object Detection with Generalized Instructions

Reference 41

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Observation bc02ab04-9dcf-4900-abbd-93cf56546178 · outbound

This paper cites Modeling con- text between objects for referring expression understanding,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Modeling con- text between objects for referring expression understanding,

Reference 42

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Observation c3ce1b32-265e-4ccd-a8ea-deec2b11224f · outbound

This paper cites Natural language object retrieval,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Natural language object retrieval,

Reference 43

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This paper cites Comprehension-guided referring expres- sions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Comprehension-guided referring expres- sions,

Reference 44

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Observation 4acad259-6afd-4e25-9e9f-c5de576d418b · outbound

This paper cites Grounding referring expressions in images by variational context,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Grounding referring expressions in images by variational context,

Reference 45

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Observation a1ca3eca-ad16-454b-b0eb-7cf1b9eeec2e · outbound

This paper cites A fast and accurate one-stage approach to visual grounding,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis A fast and accurate one-stage approach to visual grounding,

Reference 46

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This paper cites Zero-shot grounding of objects from natural language queries,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Zero-shot grounding of objects from natural language queries,

Reference 47

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Observation 3ef26f8e-0ab3-427b-b7ad-18e24e99bc83 · outbound

This paper cites Multi-task collaborative network for joint referring expression comprehension and segmentation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Multi-task collaborative network for joint referring expression comprehension and segmentation,

Reference 48

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Observation 5aabc2c1-3ac2-4368-b092-03f750091974 · outbound

This paper cites Modeling relationships in referential expressions with compositional modular networks,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Modeling relationships in referential expressions with compositional modular networks,

Reference 49

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Observation ee8ad560-d7d8-4acd-8103-1eddd713722c · outbound

This paper cites Neigh- bourhood watch: Referring expression comprehension via language- guided graph attention networks,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Neigh- bourhood watch: Referring expression comprehension via language- guided graph attention networks,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:39:26.901926Z

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This paper cites Flava: A foundational language and vision alignment model,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Flava: A foundational language and vision alignment model,

Reference 51

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This paper cites Yolo9000: better, faster, stronger,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Yolo9000: better, faster, stronger,

Reference 52

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Observation b5e5605e-b664-4a80-b699-8d039eaeb9ea · outbound

This paper cites Atten- tive contexts for object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Atten- tive contexts for object detection,

Reference 53

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This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Faster r-cnn: Towards real-time object detection with region proposal networks,

Reference 54

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This paper cites Transformer-based context condensation for boosting feature pyramids in object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Transformer-based context condensation for boosting feature pyramids in object detection,

Reference 55

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This paper cites Attention is all you need,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Attention is all you need,

Reference 56

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This paper cites End-to-end object detection with transformers,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis End-to-end object detection with transformers,

Reference 57

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This paper cites Objects365: A large-scale, high-quality dataset for object detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Objects365: A large-scale, high-quality dataset for object detection,

Reference 58

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This paper cites Flickr30k entities: Collecting region-to-phrase correspondences for richer image-to-sentence models,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Flickr30k entities: Collecting region-to-phrase correspondences for richer image-to-sentence models,

Reference 59

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This paper cites Open-vocabulary object detection using captions,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Open-vocabulary object detection using captions,

Reference 60

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This paper cites Open-vocabulary Object Detection via Vision and Language Knowledge Distillation.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Open-vocabulary Object Detection via Vision and Language Knowledge Distillation

Reference 61

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This paper cites Uninext: Exploring a unified architecture for vision recognition,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Uninext: Exploring a unified architecture for vision recognition,

Reference 62

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This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 63

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This paper cites Transzero: Attribute-guided transformer for zero-shot learn- ing,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Transzero: Attribute-guided transformer for zero-shot learn- ing,

Reference 64

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Contrastive embedding for gener- alized zero-shot learning,

Reference 65

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 66

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Isometric Propagation Network for Generalized Zero-shot Learning

Reference 67

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This paper cites Scaling up visual and vision-language representation learning with noisy text supervision,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Scaling up visual and vision-language representation learning with noisy text supervision,

Reference 68

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This paper cites Effective con- ditioned and composed image retrieval combining clip-based features,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Effective con- ditioned and composed image retrieval combining clip-based features,

Reference 69

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This paper cites Clamp: Prompt-based contrastive learning for connecting language and animal pose,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Clamp: Prompt-based contrastive learning for connecting language and animal pose,

Reference 70

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Reference 71

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This paper cites Open-vocabulary object detec- tion via vision and language knowledge distillation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Open-vocabulary object detec- tion via vision and language knowledge distillation,

Reference 72

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This paper cites Learning to prompt for open-vocabulary object detection with vision-language model,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Learning to prompt for open-vocabulary object detection with vision-language model,

Reference 73

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This paper cites Scaling open-vocabulary image segmentation with image-level labels,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Scaling open-vocabulary image segmentation with image-level labels,

Reference 74

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Adapting CLIP For Phrase Localization Without Further Training

Reference 75

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This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Chain-of-thought prompting elicits reasoning in large language models,

Reference 76

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This paper cites Instructblip: Towards general-purpose vision- language models with instruction tuning,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Instructblip: Towards general-purpose vision- language models with instruction tuning,

Reference 77

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Chameleon: Plug-and-play compositional reasoning with large language models,

Reference 78

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Langchain: Building applications with large language models,

Reference 79

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Corefqa: Coreference resolution as query-based span prediction,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:39:26.333213Z

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This paper cites Mdetr-modulated detection for end-to-end multi-modal understanding,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Mdetr-modulated detection for end-to-end multi-modal understanding,

Reference 81

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This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Grad-cam: Visual explanations from deep networks via gradient-based localization,

Reference 82

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FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Groundvlp: Harnessing zero-shot visual grounding from vision-language pre-training and open-vocabulary object detection,

Reference 83

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This paper cites Consnet: Learning consistency graph for zero-shot human-object interaction detection,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Consnet: Learning consistency graph for zero-shot human-object interaction detection,

Reference 84

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Observation 08b0d88f-5d0a-401d-84d5-430d9ad1c282 · outbound

This paper cites Extract free dense labels from clip,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Extract free dense labels from clip,

Reference 85

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This paper cites Text augmented spatial aware zero-shot referring image segmentation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Text augmented spatial aware zero-shot referring image segmentation,

Reference 86

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This paper cites Segment anything,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Segment anything,

Reference 87

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This paper cites Groundhog: Grounding large language models to holistic segmentation,.

FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis Groundhog: Grounding large language models to holistic segmentation,

Reference 88

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