From Pixels to Concepts: Do Segmentation Models Understand What They Segment? | Paper Citation Record

Observation c3deb14d-c485-412b-adfb-c2a149bc86ff · outbound

This paper cites SAM 3: Segment Anything with Concepts.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? SAM 3: Segment Anything with Concepts

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:16:19.461265Z

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Observation 9c15c1c9-238f-4b07-94c7-a38ba704243e · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.149601Z

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Observation 690a7630-c96a-45d9-a5b7-38e4c654f733 · outbound

This paper cites Masklab: Instance segmentation by refining object detection with semantic and direction features.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Masklab: Instance segmentation by refining object detection with semantic and direction features

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.165079Z

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Observation f243993f-c8b6-4c44-9ea1-5cf70425c7df · outbound

This paper cites Yolo-world: Real-time open-vocabulary object detection.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Yolo-world: Real-time open-vocabulary object detection

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.123813Z

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Observation 1d6062fd-2ba6-4329-b084-931f204f7169 · outbound

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

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Scaling open-vocabulary image segmentation with image-level labels

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.160986Z

Source-reported events for the cited work

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Observation 283c77b0-c043-40cc-bc9c-aa9264c117ec · outbound

This paper cites Lvis: A dataset for large vocabulary instance segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Lvis: A dataset for large vocabulary instance segmentation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.101701Z

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Observation 011e8ef4-526a-48ce-a72a-2d923744e6bc · outbound

This paper cites Simultaneous detection and segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Simultaneous detection and segmentation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.109381Z

Source-reported events for the cited work

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Observation bb661499-7f97-4786-87a3-3926fde5da2b · outbound

This paper cites Mask r-cnn.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Mask r-cnn

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.092604Z

Source-reported events for the cited work

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Observation 6402255f-6eed-46ff-a3f1-1539543f7fd3 · outbound

This paper cites Learning the difference that makes a difference with counterfactually-augmented data.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Learning the difference that makes a difference with counterfactually-augmented data

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.087823Z

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Observation ce9d51a8-c9b1-47ee-ad74-dd41ed1141b2 · outbound

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

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Referitgame: Referring to objects in photographs of natural scenes

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.218277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1cff6d0f-1054-466f-834a-e2580232df01 · outbound

This paper cites Panoptic segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Panoptic segmentation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.203362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aee0a663-a7a7-450f-a065-167d6d4e8628 · outbound

This paper cites Berg, Wan-Yen Lo, Piotr Dollar, and Ross Girshick.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Berg, Wan-Yen Lo, Piotr Dollar, and Ross Girshick

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.198764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 935c7f87-4cca-459b-babe-6296625baccd · outbound

This paper cites Segment anything.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Segment anything

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.005271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fafca4a0-b8aa-4762-8371-48bf71f1caee · outbound

This paper cites Counterfactual fairness.Advances in neural information processing systems, 30.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Counterfactual fairness.Advances in neural information processing systems, 30

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.213338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8687e75f-9f50-4ee7-8f41-e6fdad137381 · outbound

This paper cites Naturalbench: Evaluating vision-language models on natural adversarial samples.Advances in Neural Information Processing Systems, 37:17044–17068.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Naturalbench: Evaluating vision-language models on natural adversarial samples.Advances in Neural Information Processing Systems, 37:17044–17068

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.208495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 782b7d84-bf4b-48c1-a47a-a1d7ac994c4d · outbound

This paper cites Hallusegbench: Counterfactual visual reasoning for segmentation hallucination evaluation.arXiv e-prints, pages arXiv–2506.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Hallusegbench: Counterfactual visual reasoning for segmentation hallucination evaluation.arXiv e-prints, pages arXiv–2506

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.035275Z

Source-reported events for the cited work

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Observation 07854d59-6899-473a-aa48-016e3ffcce17 · outbound

This paper cites Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:16:19.448643Z

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Observation d9cf2c41-6e1f-4a1e-ace9-f537968b23c6 · outbound

This paper cites Microsoft coco: Common objects in context.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Microsoft coco: Common objects in context

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.988337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d34afde-cd28-4b48-b408-e59689b9e602 · outbound

This paper cites Gres: Generalized referring expression segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Gres: Generalized referring expression segmentation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.972453Z

Source-reported events for the cited work

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Observation f55d8a90-5d14-4b1c-a1bd-dbb6be4ad988 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.997255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99d6645f-d463-45da-a274-78f077748382 · outbound

This paper cites Fully convolutional networks for semantic segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Fully convolutional networks for semantic segmentation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.009455Z

Source-reported events for the cited work

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Observation 03db86ce-9537-4968-ba79-01a8da0da58e · outbound

This paper cites Generation and comprehension of unambiguous object descriptions.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Generation and comprehension of unambiguous object descriptions

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.039771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d9ab461-d1db-4e03-adbe-c457f959bea1 · outbound

This paper cites One-Shot Instance Segmentation.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? One-Shot Instance Segmentation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:16:19.445479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 88a53c03-8773-4954-a793-e1ea71d064ce · outbound

This paper cites Scaling open-vocabulary object detection.Advances in Neural Information Processing Systems, 36:72983–73007.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Scaling open-vocabulary object detection.Advances in Neural Information Processing Systems, 36:72983–73007

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.114021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 443c0407-40cd-46b2-a97c-e89d790cfd76 · outbound

This paper cites Sam 2: Segment anything in images and videos.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Sam 2: Segment anything in images and videos

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.079215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ccbccd46-6d36-4c0a-a92d-30dca9789f93 · outbound

This paper cites Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:16:19.442873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e3b77b39-b35a-4d6b-9cdc-4d37f59b7dd6 · outbound

This paper cites Is this generated person existedinreal-world? fine-graineddetectingandcalibratingabnormalhuman-body.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Is this generated person existedinreal-world? fine-graineddetectingandcalibratingabnormalhuman-body

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.058605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 58494ebc-2f71-432a-b684-d86096ce7c81 · outbound

This paper cites PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:05:38.433674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 194c725c-a06a-4bc9-9445-8c16501fd407 · outbound

This paper cites VideoVerse: Does Your T2V Generator Have World Model Capability to Synthesize Videos?.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? VideoVerse: Does Your T2V Generator Have World Model Capability to Synthesize Videos?

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:00:25.785927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 92a540e8-24c7-4946-8124-959cd2389bb8 · outbound

This paper cites TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:16:19.454729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80a497f6-108f-43be-8225-b94a377ea84d · outbound

This paper cites Towards top-down reasoning: An explainable multi-agent approach for visual question answering.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Towards top-down reasoning: An explainable multi-agent approach for visual question answering

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.063015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5426a6ea-7c72-416f-9124-b465d34fd5ea · outbound

This paper cites TIIF-Bench: How Does Your T2I Model Follow Your Instructions?.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? TIIF-Bench: How Does Your T2I Model Follow Your Instructions?

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:20:44.199458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c22ec9a6-6082-4491-8a37-0f0c1d72ddcb · outbound

This paper cites Openworldsam: Extending sam2 for universal image segmentation with language prompts.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Openworldsam: Extending sam2 for universal image segmentation with language prompts

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.067267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0c32d3d1-932d-485b-a354-34d8f69b0e44 · outbound

This paper cites Segformer: Simple and efficient design for semantic segmentation with transformers.Advances in neural information processing systems, 34:12077–12090.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Segformer: Simple and efficient design for semantic segmentation with transformers.Advances in neural information processing systems, 34:12077–12090

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.075298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 566248e9-d61f-4294-90d3-a3867cec1db9 · outbound

This paper cites Open-vocabulary panoptic segmentation with text-to-image diffusion models.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Open-vocabulary panoptic segmentation with text-to-image diffusion models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.083341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation efd215e1-1fa4-4abd-8ede-2056da82ed4d · outbound

This paper cites Modeling context in referring expressions.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Modeling context in referring expressions

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.145515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfb6c033-fcaf-4c41-8deb-9025b4e7bc3b · outbound

This paper cites A simple framework for open-vocabulary segmentation and detection.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? A simple framework for open-vocabulary segmentation and detection

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.051104Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 531ec76e-f804-471d-a677-361a6dd7d543 · outbound

This paper cites street animal.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? street animal

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.287983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24e9b681-a31c-4ddf-9079-b021bddda6e0 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.273400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 71554a00-cbaa-4c3f-ac86-68b22de8fb28 · outbound

This paper cites a giraffe with its head up.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? a giraffe with its head up

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.241774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 64956053-0d28-4f76-ac40-cc25bcc523f0 · outbound

This paper cites a man carrying a young girl.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? a man carrying a young girl

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.054276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fec84ab5-6039-45dc-abb9-dae6616d6114 · outbound

This paper cites something that shows the man is playing golf.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? something that shows the man is playing golf

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.013509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8219bc2a-8b1a-45f5-b9c2-4a2ea2dc68da · outbound

This paper cites Do not give up and callreport_no_mask due to small technicalities.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Do not give up and callreport_no_mask due to small technicalities

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.030716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 372d977e-671f-4944-b577-b83c2bd5444a · outbound

This paper cites text_prompt.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? text_prompt

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.979815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 74326944-d254-42ae-88e7-f1516c113d42 · outbound

This paper cites brown dog.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? brown dog

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.984029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d8323b6-ee71-49a4-a393-15b05a5c3f07 · outbound

This paper cites Use the object category instead (e.g., "sign" instead of the text on the sign).

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Use the object category instead (e.g., "sign" instead of the text on the sign)

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.001233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a46ade5-8af3-4b1a-b7df-e2fb4ac87cb9 · outbound

This paper cites elementary school teacher.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? elementary school teacher

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:51.976148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 82651580-0fd6-4725-9b1f-cc6312004d36 · outbound

This paper cites vase" instead of.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? vase" instead of

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.223067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab81247b-4051-4d0c-a897-e4f3ce201fe6 · outbound

This paper cites Be creative with synonyms and visual common sense.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Be creative with synonyms and visual common sense

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.237428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2da348d0-7dae-480a-9ed0-09435c158289 · outbound

This paper cites sundial" fails, try.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? sundial" fails, try

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.071244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8e9e87a2-99c8-4781-8dc7-2492099dc1db · outbound

This paper cites Do not make it long.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Do not make it long

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.153705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 987312c2-7e9e-489e-9dae-0f2c381f62a5 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.278021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 17e0cff6-2b2d-4bb7-a406-84668e693fff · outbound

This paper cites person".

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? person"

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.232399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8316438d-c784-48ec-85c6-f16c0e3f1bcb · outbound

This paper cites birthday greeting.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? birthday greeting

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.182223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7584123a-f5eb-4953-a666-d96788080df4 · outbound

This paper cites adult person.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? adult person

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.194621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4bff686c-24ad-46ea-ab58-2cc918bcc746 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.177907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 50cab7ed-1283-4db7-9885-d29dce90e6c4 · outbound

This paper cites Previous masks are no longer rendered on the latest image, though they remain visible in earlier images in your conversation history.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Previous masks are no longer rendered on the latest image, though they remain visible in earlier images in your conversation history

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.169448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4b88733-0f53-4994-bb93-3cbc78890011 · outbound

This paper cites Ignore partial matches.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Ignore partial matches

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.173170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 736d0cfd-c2d7-4525-983a-19e141884239 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.189718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba111f88-caf3-4e89-869d-1979b76cc02b · outbound

This paper cites microphone.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? microphone

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.227940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a49c64e-2b09-47b6-92c4-2a33993e90ef · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.282573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9dea42cb-a913-489c-aa39-4ea160208e33 · outbound

This paper cites mask_indices.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? mask_indices

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.118567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3ef7f288-a215-4486-8161-40fb79bd57c2 · outbound

This paper cites 2.mask_indices must be a non-empty array of valid mask numbers (1 to N, where N is the number of masks in the most recentsegment_phraseresult).

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? 2.mask_indices must be a non-empty array of valid mask numbers (1 to N, where N is the number of masks in the most recentsegment_phraseresult)

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.136801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f99557b-a234-4791-9101-d84e33e16543 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.097460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4e75de1-fe49-47bb-9d87-254d6f72c04a · outbound

This paper cites The images are returned in the order you requested, with a text description indicating which mask each image corresponds to.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? The images are returned in the order you requested, with a text description indicating which mask each image corresponds to

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.141585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d524901-8871-47d3-a6c4-27b6a6803c40 · outbound

This paper cites final_answer_masks.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? final_answer_masks

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.043243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27f0a7ef-1127-474a-8391-e981d9678738 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.017758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9418a1f9-0730-47a1-9c22-1a40aaf41321 · outbound

This paper cites Do not reference masks from earlier calls.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Do not reference masks from earlier calls

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.021690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b946c5f4-3db9-4171-9c0e-97a344ab34b3 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:51.993271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4f4359df-92c5-43fb-b268-cdd442166f1b · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.025771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 43bf1b1c-f2bd-401d-9382-3a426d90f1d5 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.047213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c17034c-743a-4761-a4c7-4de1d9c97d2e · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.127826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 318409b5-1e98-43ae-8caa-011bd858ebfd · outbound

This paper cites report_no_maskReport that the queried concept does not exist in the image.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? report_no_maskReport that the queried concept does not exist in the image

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.259812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ade7ba9a-2a35-4b4f-a1ed-2dd71aca109a · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.264683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 42beb8bb-118e-4509-8ac8-6bd0319488a8 · outbound

This paper cites Use select_masks_and_returninstead.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Use select_masks_and_returninstead

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.269098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d40f528-2a06-43e3-a67a-5c6f70ef68d8 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.250794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4f80248-73bc-41a0-ad0c-191d3590cf93 · outbound

This paper cites an unresolved cited work.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:31:52.255083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f07c7827-fedf-435e-afcc-3bb2cd6dfdf3 · outbound

This paper cites name": "tool_name.

From Pixels to Concepts: Do Segmentation Models Understand What They Segment? name": "tool_name

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:31:52.246529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers