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Paper Citation Record · LEDGER

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation

As of 20 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2607.00736.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.00736 v2

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-03T21:34:15.635184Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

75 of 75 outbound references displayed

  • verified exact6
  • verified fuzzy58
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 748e8185-a3cd-4304-9ce0-c24220cfd9db · outbound

This paper cites In: Proceedings of the European conference on computer vision (ECCV) workshops.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the European conference on computer vision (ECCV) workshops

Reference 1

Resolution
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Source-reported events for the cited work

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Observation f755160b-6905-4670-8e79-2d5e9a541a99 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 44b981ba-d356-46e6-b573-03fc610d3d2d · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e2b80609-6eed-4b25-a346-2d5a763f6553 · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 4

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation a61b8306-6acd-4666-9fee-8e1713f862c0 · outbound

This paper cites Engineering Appli- cations of Artificial Intelligence138, 109313 (2024) 4, 10.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Engineering Appli- cations of Artificial Intelligence138, 109313 (2024) 4, 10

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 3b33b6c0-986c-467d-93f1-1ae1205eb373 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 841218bd-faaa-4b22-97bb-c038f5098e5f · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e11fcee5-9b95-4286-8138-5cf6c902c02f · outbound

This paper cites In: Proceedings of the IEEE in- ternational conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE in- ternational conference on computer vision

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e431b6ed-ee4c-491d-b46c-5f04e8d14f25 · outbound

This paper cites Advances in neural information processing systems27 (2014) 11.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Advances in neural information processing systems27 (2014) 11

Reference 9

Resolution
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Source-reported events for the cited work

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Observation 9d6d85b9-0da7-4b82-a229-8e5f75c17ffa · outbound

This paper cites In: European Conference on Computer Vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: European Conference on Computer Vision

Reference 10

Resolution
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Source-reported events for the cited work

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Observation 2d10dcf0-01b6-4c3c-af2b-27d0df622815 · outbound

This paper cites In: European conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: European conference on computer vision

Reference 11

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4e071ac2-475f-4742-a833-0ac389d5fd1b · outbound

This paper cites In: 2012 IEEE Conference on Computer Vision and Pattern Recognition, pp.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: 2012 IEEE Conference on Computer Vision and Pattern Recognition, pp

Reference 12

Resolution
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Source-reported events for the cited work

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Observation d688fd6f-5df2-4b21-856f-5c4b95032112 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:8a7cb411abb2586062d95296fd84a61bc350555476e813df89afedd1021b0362

Observation 03c1a8f1-e943-462e-9fdc-d1bc21b4cc8f · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 14

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation d8ee0c56-3a0c-42c6-ab12-2226ecc15536 · outbound

This paper cites In: ICCV.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: ICCV

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.080939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 92457805-ff27-4c16-ae9f-a9b17a893ed6 · outbound

This paper cites Advances in Neural Information Processing Systems33, 12626–12637 (2020) 2.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Advances in Neural Information Processing Systems33, 12626–12637 (2020) 2

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ef3e0061-c983-4c7b-9af5-e3f68bfe190e · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 0b2ad5bd-a5fc-4005-8705-f3574f83927b · outbound

This paper cites In: Pro- ceedings of the Computer Vision and Pattern Recognition Conference.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Pro- ceedings of the Computer Vision and Pattern Recognition Conference

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ed05e58a-b2a2-4e25-a9e6-314f7fad52a9 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 19

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 69feb21c-efab-44b3-8025-aea29f377fdd · outbound

This paper cites IEEE Sensors Journal21(24), 27225–27237 (2021) 25.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation IEEE Sensors Journal21(24), 27225–27237 (2021) 25

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1d476027-0140-4afa-94b7-4d890e621ccf · outbound

This paper cites com/ultralytics/ultralytics6.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation com/ultralytics/ultralytics6

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1c6c47d2-e778-4cc9-b095-01958be6c25d · outbound

This paper cites In: Proceedings of the ieee/cvf conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the ieee/cvf conference on computer vision and pattern recognition

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 00e8249f-342a-4eec-99f5-322ae7d9bf1c · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence (2025) 2.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation IEEE Transactions on Pattern Analysis and Machine Intelligence (2025) 2

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 38c68ea6-711b-4c30-904e-e93789cfeff6 · outbound

This paper cites In: Proceedings of the European conference on computer vision (ECCV).

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the European conference on computer vision (ECCV)

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 342d9dac-db4b-464c-b573-16b37dea8275 · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the AAAI conference on artificial intelligence

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 8d024a9b-02a9-4799-91cb-badb5d6900e5 · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.063607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e1dd1f87-94c5-4fa1-85e8-3a7f3c8ebc95 · outbound

This paper cites In: Conference on Robot Learning.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Conference on Robot Learning

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2d0f5fbd-74cd-4033-bb55-24572d690e0a · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 88014610-eb00-421a-8df4-23d6d36d7f01 · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 29

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 762c07ad-14fd-4151-aa1d-1c35e877efa5 · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the AAAI conference on artificial intelligence

Reference 30

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c77dd5e6-b743-4f5d-896f-6799b750457b · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 31

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 42924a05-a216-4fa2-b040-ab591a2bda4f · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.012088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:2e8c97f859a6079381443044391207318b4375f8a98a992813005b14bc2f5221

Observation 82bf7478-1485-46f9-ba21-72a318e93a81 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation DINOv2: Learning Robust Visual Features without Supervision

Reference 33

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T21:38:58.198278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:6266ac01cd7926349eefb34212e492f1e9fc487e4f081a4896e9a0c0363c5847

Observation a33607dc-85f4-4cb1-ad68-cf5b47cb3771 · outbound

This paper cites In: International conference on machine learning.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: International conference on machine learning

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.025026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:7986cf71caebfff25b0908ba25a8e494e48aff3a6551ffb0d6dac7c02717cf62

Observation afa809b6-5170-45fc-a33e-c29cd30a63dd · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.035716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e06cf00f9868d469ac818734e95240db5f03f472c022927f2621aac82b9a9e6f

Observation 20dde68b-86f1-4125-9339-acd10cdadc29 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.003038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:94bc43bb562b666917099d177cbb5f11a75a165d25e3ffe9e65bac905b36a5b3

Observation 5832bed7-7432-49a9-afea-a12f1d363267 · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence31(5), 824–840 (2008) 10, 11, 12, 14, 31, 32.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation IEEE transactions on pattern analysis and machine intelligence31(5), 824–840 (2008) 10, 11, 12, 14, 31, 32

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.000962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e93d4afe99bab754b080ece68fb92a6cd5f4a55da5958efc3bf4289b0b6a4e2d

Observation 716b74d7-1a79-4a92-ab0f-d554ee5ddd5f · outbound

This paper cites In: European Conference on Computer Vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: European Conference on Computer Vision

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.005020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:b69065d1b3ef629e7e0460fe158b0e448a8b4db62d7be508045796e7babe35a1

Observation 110e9953-4e42-44bb-9f63-c22df34f9a41 · outbound

This paper cites Advances in Neural Information Processing Systems36, 54987– 55005 (2023) 2, 4, 5.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Advances in Neural Information Processing Systems36, 54987– 55005 (2023) 2, 4, 5

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.018509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:c4ad318542411911285a0dbc4a8acdf8c98f34443a7e3371f6e12211b0d67fd9

Observation 811c3197-b3f2-4900-8c1d-92688788a614 · outbound

This paper cites In: 2017 international conference on 3D Vision (3DV).

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: 2017 international conference on 3D Vision (3DV)

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.996780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e72ffc6ff251d53bfa5c80286974d4c4aa5fdcebcf4f6a3b61d737fd998fd3df

Observation 8ec60345-d122-4e8c-8298-f44c62c62a09 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.989441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:0a11397dad8c4983fd0ea9a94d593bf29ce603ae128a7b8ea9ddcc723c31b0d5

Observation 54648a7d-6069-41a1-a2aa-7c2371142221 · outbound

This paper cites 112223 (2025) 4.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation 112223 (2025) 4

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.991754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:c1608299f54a3ef0ecaba669cfcde3d6798672ecd7e1bc3892fc2e5920bdbccb

Observation 345b8abb-121f-487a-958e-679e5b160891 · outbound

This paper cites In: Proceedings of the IEEE/CVF international confer- ence on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF international confer- ence on computer vision

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.985439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:9b528d5496c860fcb66a82b8b879aafecba38b979d570417b9a6cb2a27643348

Observation 5a547e5e-6282-49c5-9a1c-efa33fc42642 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.987516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:4d264dab8b3df9c18d34404cec2714a1b39bc35827348da8a58dc7416f12479c

Observation 41daaefb-023e-4465-aee3-5693937109eb · outbound

This paper cites In: European Conference on Computer Vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: European Conference on Computer Vision

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.994084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:79df90fd07e51354673981ecd0a179eee967960f379df01623cb67adb91f4a92

Observation fdf2cad5-7d27-485a-92b9-a95e353ce74b · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.073283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:b6c44f453251304657abdd55d85017fceb256925766076990e11ee83af6fecc2

Observation aae3f037-96e7-4978-a784-bd71c4c4ea07 · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:29.998632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e21e200498f576e1b24e408296c7796158d7b734f0c662e7607335bd3ebbd96e

Observation 975edd50-d0e2-45c2-ac90-6697799466c1 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.007866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:0c782c16668b3ff9c1e77add3913ef7f850dda71db17a834d391d75f2f85d997

Observation 4a6c7416-3254-43fe-9dfd-3bdffb9d3507 · outbound

This paper cites Advances in Neural Information Processing Systems37, 21875–21911 (2024) 14, 15, 28, 29, 30, 33.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Advances in Neural Information Processing Systems37, 21875–21911 (2024) 14, 15, 28, 29, 30, 33

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.042205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:75b8aa18c40fcf28c7545038ec3043e70f7b5e5f7df3304f5cbffe07963f0d0f

Observation 252e398f-7ce4-4c37-a81a-640bbe943149 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.112883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:3a29b15c4bd67d7a83566d8c82b2b43aa8d742f2aa6d3604985e1b0eb5ecff61

Observation 9102d6aa-22f6-4653-b989-23e556e83716 · outbound

This paper cites In: Proceed- ings of the IEEE/CVF international conference on computer vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceed- ings of the IEEE/CVF international conference on computer vision

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.059668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:d656e7b5f5b4447feb277f3f4e1a0557e507cb476552a8b2fd7c1aa0a0c2ba7a

Observation 25ecd48f-d8a1-4a4b-8141-5f77386a0713 · outbound

This paper cites IEEE Internet of Things Journal (2025) 2, 10.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation IEEE Internet of Things Journal (2025) 2, 10

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.061705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:50913cde93764925175b65f488d1b14bb48401ebc332ad7c30d4112ece0481b9

Observation 562b967f-6bef-44b6-98ea-11789cfde5c4 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.027108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:beee64b31863e3cec221ccb9f4a471fc21ce7e4ae7184494352bfe6a52e75b31

Observation 731b3dc5-526d-4c2f-9e22-4f5215149aa4 · outbound

This paper cites In: Pro- ceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Pro- ceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.110875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:a0650e38232c202a9c66c6b9935ea526f501e5a784d53ce277fc787183309885

Observation ed7af8c6-626b-40ec-84b5-5554e8fa659d · outbound

This paper cites Authorea Preprints (2025) 4, 8, 9, 10, 11, 14, 22, 23, 25, 31, 32, 38.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Authorea Preprints (2025) 4, 8, 9, 10, 11, 14, 22, 23, 25, 31, 32, 38

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.114737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:44a82105b82bc34fd84629d76b8a30f907a4b2ee345a122e8167f7be261a7e4f

Observation 48989a26-a816-4284-87bd-a6338bb69438 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.116644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:53f7f20733a1c73f9ff0cc76e97cacd89eb54589a555356c14dba1ba394cd76c

Observation d438766d-3e7c-414b-a5a4-84457ec62a27 · outbound

This paper cites In: Proceedings of the European conference on computer vision (ECCV).

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the European conference on computer vision (ECCV)

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.120854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:141ef35e81a443444ba8bf73e8f537834c7302cb15b1d3bdc6a3e0ec4aa11669

Observation ecaf7517-648e-4358-a601-fbb70f74be9b · outbound

This paper cites In: 2022 international conference on 3D vision (3DV).

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: 2022 international conference on 3D vision (3DV)

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.108732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e589a8fab846306bd37a9d5816eaf4ec7e853a760b9cefdedc97b5d1e7d5fdc8

Observation c2938825-8a2a-41b4-87de-1eaff75e1e4f · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.104703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:2d1f5052177a7384b1720f96b96cc27d50d09b53e60c3fe42101f3bb8fa3523f

Observation 678dd8aa-8985-41ab-b4f3-edf87e7b70ff · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence46(12), 9551–9566 (2024) 2, 4 20 Z.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation IEEE transactions on pattern analysis and machine intelligence46(12), 9551–9566 (2024) 2, 4 20 Z

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.106924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:f60d54bf533b3948efd98bb22d9c6cac19d4714baa5b7f178077f5864f1410e3

Observation 7ac525e0-5306-4e29-b543-d7b862faad04 · outbound

This paper cites 5: Decoder F eature F usion Comparison.baseline(left)vs.ourmethod(right) using same backbone.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation 5: Decoder F eature F usion Comparison.baseline(left)vs.ourmethod(right) using same backbone

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.118695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:e51e44898a297588325d11e1ee5348af40daa909b16a2f038d64e31e15e62589

Observation 5e9cccb3-108f-4cdc-b068-1dbde0edaf6b · outbound

This paper cites 8: static-dynamic decoupled mask examples.The top row shows input scenes.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation 8: static-dynamic decoupled mask examples.The top row shows input scenes

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:38:58.201036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:2b53ffcf2049d04c8c29045852f2832c14a3ff176dad109f0e92b24b0c7af240

Observation 9f433b6c-d241-463c-91a9-b3044915be21 · outbound

This paper cites FlexDepth consistently improves depth estimation accuracy on dynamic regions while also improving static-background performance.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation FlexDepth consistently improves depth estimation accuracy on dynamic regions while also improving static-background performance

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:38:58.203139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:a240f5b17af17beec077f2351faee482a18f1c0268d322e26a435e94e43dd98e

Observation 2c3e61f0-deca-4b03-a2df-11bd7cf6f966 · outbound

This paper cites Evaluation on the KITTI dataset [12] (Eigen split [8]) at 640×192 resolution.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Evaluation on the KITTI dataset [12] (Eigen split [8]) at 640×192 resolution

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:38:58.200545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:8db09d24eac621940c067942554fe401e34ec2e1ee77c9948e2bb69e09faa9c7

Observation 8c87dfc7-f949-4d44-8cac-7974f3c3d50e · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 65

Resolution
malformed identifier
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation d55b1aa4-464c-4eac-bc0d-bc82a4daffed · outbound

This paper cites This affine alignment provides more degrees of freedom than per-image median scaling, yielding inherently lower error metrics for the same predictions.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation This affine alignment provides more degrees of freedom than per-image median scaling, yielding inherently lower error metrics for the same predictions

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.098583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ce8b55ba-98d6-4430-aaa5-5625e40acfd4 · outbound

This paper cites The improved Ground Truth [39] uses 5 consecutive frames with stereo completion to handle dynamic objects, covering 652 of 697 Eigen [8] test frames (93%).

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation The improved Ground Truth [39] uses 5 consecutive frames with stereo completion to handle dynamic objects, covering 652 of 697 Eigen [8] test frames (93%)

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:38:58.192895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation f83f73cf-3dfa-4460-8016-def5d1d03a14 · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.100468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ae974153-be94-4630-8586-14635a420df5 · outbound

This paper cites Our reproduction of DA2 using the official inference pipeline yields slightly better results than the values reported in [47] (e.g., Abs Rel 0.070 vs.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Our reproduction of DA2 using the official inference pipeline yields slightly better results than the values reported in [47] (e.g., Abs Rel 0.070 vs

Reference 69

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 22bc1f1c-5764-4af6-8c32-cde273d41e8c · outbound

This paper cites 10–11 further reveal complementary behaviours between the two paradigms.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation 10–11 further reveal complementary behaviours between the two paradigms

Reference 70

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:85fc2586f68252701bf6b366ac0b1c288280992ab98dafac2337df5ad543eff7

Observation 1edec602-988d-4461-be8a-a12a945344eb · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.088719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5998ceab-2c13-4ffb-b257-1c6eb04c5dca · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.092423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:ffe9b49e297d229bd1b89d63b229e2bdfb3a110da8c0736801dcb0f3e9a195a5

Observation d358aff1-8454-430c-bea8-0a266c6ef6dc · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.094421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e3b6f170-59f4-492d-933c-ad386cec8b9b · outbound

This paper cites 12: Qualitative Results on the KITTI Dataset [12] (I).Representative examplesdemonstratingtheefficacyofourmethodinvariousoutdoordrivingscenarios.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation 12: Qualitative Results on the KITTI Dataset [12] (I).Representative examplesdemonstratingtheefficacyofourmethodinvariousoutdoordrivingscenarios

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T01:00:30.084735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-03T21:34:15.635184Z digest=sha256:94fa52a9546e830bb328db7894c1974f8e84c2c1c80c746b4da59d0c2d75cbb4

Observation 1fc9859a-9120-4b6d-9ddc-49d6f433ca06 · outbound

This paper cites an unresolved cited work.

Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-07-05T01:00:30.086698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Pith citing papers

No inbound Pith citation observations are available.