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Paper Citation Record · LEDGER

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow

As of 5 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2604.19349.

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

pith.paper-citation-record.v1
2604.19349 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T02:43:38.762689Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

49 of 49 outbound references displayed

  • verified exact1
  • verified fuzzy47
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95242d2a-4a55-4901-b282-d748e5f1493a · outbound

This paper cites Three-dimensional scene flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Three-dimensional scene flow

Reference 1

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verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.624541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:f40ddb7ec03e2455857bd23215f42984aa91ee0b15d8e595c0c76712b86b195a

Observation cb5d8faf-2aa2-405a-9fb5-284197407887 · outbound

This paper cites Difflow3d: Toward robust uncertainty-aware scene flow estimation with iterative diffusion-based refinement.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Difflow3d: Toward robust uncertainty-aware scene flow estimation with iterative diffusion-based refinement

Reference 2

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raw_fallback, observed 2026-05-22T19:47:01.630026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:dabc2f075b5d0ca409affceb9a2bddb8204fbea4cb0101120481a2b38cd5fa46

Observation 59012a5b-1cf7-4a88-b2aa-145f7a5f622e · outbound

This paper cites Deep rigid instance scene flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Deep rigid instance scene flow

Reference 3

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raw_fallback, observed 2026-05-22T19:47:01.626263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:dfdff37e85bbb6dfe2e671fb7c0b4903d7761cdb7874c3646f2f5bd273c23145

Observation 24553587-1a9c-46fa-85ce-0d9750ff5306 · outbound

This paper cites Raft-3d: Scene flow using rigid-motion embed- dings.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Raft-3d: Scene flow using rigid-motion embed- dings

Reference 4

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verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.622612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:d815f114beb62715a4c272a68f0ae0d499ddbf57f041ff6ebf384f2ed42cd20b

Observation 464f9a8c-f4fe-4284-b518-e85a75c3acef · outbound

This paper cites Flownet3d: Learning scene flow in 3d point clouds.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Flownet3d: Learning scene flow in 3d point clouds

Reference 5

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raw_fallback, observed 2026-05-22T19:47:01.631831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:202bb8f9b049c2a13f4580a87274ee7334880c7e28980faf1fcf2e00465267d1

Observation 22eb20f3-ab7d-4044-8631-5579461a1423 · outbound

This paper cites Self-supervised monocular scene flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Self-supervised monocular scene flow estimation

Reference 6

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raw_fallback, observed 2026-05-22T19:47:01.628193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:291e613b37df3fce453fad0ec19997fdd69cf3190f391cae91ad099535a8187d

Observation e3bcc20f-6b25-4e0b-8b43-c2a4139150d9 · outbound

This paper cites Raft-msf: Self-supervised monocular scene flow using recurrent optimizer.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Raft-msf: Self-supervised monocular scene flow using recurrent optimizer

Reference 7

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raw_fallback, observed 2026-05-22T19:47:01.633780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:3e43c3497371f529f3ddbca01b743b2b6a8b55131fe2c3fe48231d3b9431e005

Observation fb37877a-5a94-4c32-aedd-bad6edfbfb0b · outbound

This paper cites Emr-msf: Self-supervised recurrent monoc- ular scene flow exploiting ego-motion rigidity.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Emr-msf: Self-supervised recurrent monoc- ular scene flow exploiting ego-motion rigidity

Reference 8

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raw_fallback, observed 2026-05-22T19:47:01.645183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:02832713ef6310492527f47223e2f04e4be8a6de1cc91c9638f2867a1506e437

Observation 3fcdda48-86e4-4d3e-b274-1ac7eda3ac9a · outbound

This paper cites Self-supervised multi-frame monocular scene flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Self-supervised multi-frame monocular scene flow

Reference 9

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raw_fallback, observed 2026-05-22T19:47:01.643503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:076230763dfefbb2ebd0e7e6cbc431be649faed74f6fe054167fe53fa64b33d6

Observation bd885828-1adc-43f4-938d-c1964aed4a4f · outbound

This paper cites M-fuse: Multi-frame fusion for scene flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow M-fuse: Multi-frame fusion for scene flow estimation

Reference 10

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raw_fallback, observed 2026-05-22T19:47:01.646929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:a8aaa995fa73f15d5335638cc1bf7c3c822916bc0fea79f7ee0301b32c9dea80

Observation b6c1146d-a9fd-4431-ae27-e8bac20bddbd · outbound

This paper cites 3d scene flow estimation with a piecewise rigid scene model.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow 3d scene flow estimation with a piecewise rigid scene model

Reference 11

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raw_fallback, observed 2026-05-22T19:47:01.635756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ca79fe18b3474b6e0ce27548a279276b479bdd3f4b2058812492e7a8b9eab2e5

Observation 9ac1ed38-e0ac-432a-8a83-50da54f4ee14 · outbound

This paper cites Rms-flownet++: Efficient and robust multi-scale scene flow estimation for large-scale point clouds.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Rms-flownet++: Efficient and robust multi-scale scene flow estimation for large-scale point clouds

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.681002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:5d5054bc8cb6ad5516b07ac1c33b87c9cb7d78a63c331eee49b23d9a77eccbc5

Observation 14ccac75-f2ee-4f65-aa5d-1f35a68bfd17 · outbound

This paper cites Df-net: Unsupervised joint learning of depth and flow using cross-task consistency.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Df-net: Unsupervised joint learning of depth and flow using cross-task consistency

Reference 13

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raw_fallback, observed 2026-05-22T19:47:01.639620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ab6fdb4909e7d1f6050eaf1ffc7e279dc86e5a3bf36f0903a49c31c48cc84221

Observation ce9d3650-992e-4b8c-b2d9-06caec531f9d · outbound

This paper cites Geonet: Unsupervised learning of dense depth, optical flow and camera pose.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Geonet: Unsupervised learning of dense depth, optical flow and camera pose

Reference 14

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verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.663414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9e163729841fdb32b7b4b4d27c3a297dc313d983195b983f0ea6dddfcd0b8108

Observation fc92410e-f53f-447d-93d5-3ad026234235 · outbound

This paper cites Pwc-net: Cnns for optical flow using pyramid, warping, and cost volume.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Pwc-net: Cnns for optical flow using pyramid, warping, and cost volume

Reference 15

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raw_fallback, observed 2026-05-22T19:47:01.673238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ea03153b6901e20365aea3a1f255dc3cfe06e956c07c7a3d238e88ba54deef67

Observation 587b9732-57d7-4567-8632-fe6aa1433daf · outbound

This paper cites Glofp- msf: Monocular scene flow estimation with global feature perception.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Glofp- msf: Monocular scene flow estimation with global feature perception

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:b720e5a707c1872fa359d392aa7f85ef23bfce5d1176a4d73a4b2ab061276f60

Observation f3ca11ef-c9fc-41d9-8987-e1160b3145ad · outbound

This paper cites Integrating semantic segmentation model for self-supervised scene flow estimation via cross task distil- lation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Integrating semantic segmentation model for self-supervised scene flow estimation via cross task distil- lation

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:8e995e137d0db5f8f3cb65c4d8429ed7b32869b75361095b48e9fed5b9805c9a

Observation b05672b0-3bc3-45dd-8047-90b4bfca68aa · outbound

This paper cites Mamba-sf: Monocular scene flow learning with state space models.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Mamba-sf: Monocular scene flow learning with state space models

Reference 18

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raw_fallback, observed 2026-05-22T19:47:01.665717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:a5a36c05a057e310eac891600c3982c383e1409bfc97828472b9cb5a1376376d

Observation 5613291b-161d-4cd2-9410-e67bdabd30a8 · outbound

This paper cites A deep temporal fusion frame- work for scene flow using a learnable motion model and occlusions.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow A deep temporal fusion frame- work for scene flow using a learnable motion model and occlusions

Reference 19

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raw_fallback, observed 2026-05-22T19:47:01.690449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:c4627bd11594a6ebc58b02f0794d8f9780d2b3580a8bac3f3d60b8064033a9ba

Observation 6c593745-e02a-4999-94b0-b0c1d2240946 · outbound

This paper cites A fusion approach for multi-frame optical flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow A fusion approach for multi-frame optical flow estimation

Reference 20

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raw_fallback, observed 2026-05-22T19:47:01.706791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ff1d248fa604f252a3c7be417d6db018ecc4732e395b718cd53895e319063a68

Observation 40f102cf-0b06-45e0-9936-e8a7d5a093bc · outbound

This paper cites Unsupervised learning of multi-frame optical flow with occlusions.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Unsupervised learning of multi-frame optical flow with occlusions

Reference 21

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raw_fallback, observed 2026-05-22T19:47:01.671400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:2e09602e280db6cc1487e58ea0621aa77e9730b48ce822448e3ea9427410ed04

Observation 16c70de1-e028-4bb9-a267-71ed1e84a751 · outbound

This paper cites Selflow: Self-supervised learning of optical flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Selflow: Self-supervised learning of optical flow

Reference 22

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raw_fallback, observed 2026-05-22T19:47:01.669608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ba37aaa17813d54e6fc97bc540f53f58e2c7c9bbb098ef997778f15217aa4bb1

Observation 1c37c5f7-0d32-4122-a9eb-6035e73e2d7c · outbound

This paper cites ProFlow: Learning to Predict Optical Flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow ProFlow: Learning to Predict Optical Flow

Reference 23

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arxiv_id, observed 2026-07-04T22:48:55.133023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:4a8bda22cc848f3c2c029dbb9a9d1a7e105cc6c999624cde16997e3c1972184e

Observation 6c3ee706-4176-4276-8752-15d2af4e7be1 · outbound

This paper cites Smurf: Self-teaching multi-frame unsupervised raft with full-image warping.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Smurf: Self-teaching multi-frame unsupervised raft with full-image warping

Reference 24

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raw_fallback, observed 2026-05-22T19:47:01.709070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:33bd7efd0dcf9717cb2bed339e8e1f520909f5e1042c48ce230a5055e419d1b4

Observation 3fadef8f-396e-4b80-be6f-fa4818130272 · outbound

This paper cites Raft: Recurrent all-pairs field transforms for op- tical flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Raft: Recurrent all-pairs field transforms for op- tical flow

Reference 25

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raw_fallback, observed 2026-05-22T19:47:01.703877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9636f599c868b897af0ebe79896edd04230bc7a761ac655b51d4d250d492b2a2

Observation 9ee8404f-04d8-4bbc-983c-46fa7bd1a285 · outbound

This paper cites Transflow: Transformer as flow learner.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Transflow: Transformer as flow learner

Reference 26

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raw_fallback, observed 2026-05-22T19:47:01.661680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:94fd9e3ebce51ee34d9446efc1b4d5755a3f6e6edf40ebae01e8e68af7d36ada

Observation 8003359f-897b-45c7-9cb3-d2ca49e7e495 · outbound

This paper cites Videoflow: Exploiting temporal cues for multi-frame optical flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Videoflow: Exploiting temporal cues for multi-frame optical flow estimation

Reference 27

Resolution
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raw_fallback, observed 2026-05-22T19:47:01.656173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:121ce45177ccb7e07c5e3e4f440b723c67d95a9495c793cb15279acaca846693

Observation d5abca3b-0667-43e9-bf1d-d54c8115e181 · outbound

This paper cites M2flow: A motion information fusion framework for enhanced unsupervised optical flow estimation in au- tonomous driving.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow M2flow: A motion information fusion framework for enhanced unsupervised optical flow estimation in au- tonomous driving

Reference 29

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raw_fallback, observed 2026-05-22T19:47:01.713519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:d6bc205209e84e425cb6403da7089363b63824be59e3714ba3f19db5c58c14a4

Observation 81692cf1-38e8-49ed-84a4-892a2afbf705 · outbound

This paper cites Self-attention- based multiscale feature learning optical flow with occlusion feature map prediction.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Self-attention- based multiscale feature learning optical flow with occlusion feature map prediction

Reference 30

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raw_fallback, observed 2026-05-22T19:47:01.688637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9d7e1b8df2822cb2bc42f898b0e1fb0432943fcca1528afa66decfe5b8c279f9

Observation 1ff73f57-8eb2-43f5-846c-676216dd6420 · outbound

This paper cites Apcaflow: All-pairs cost volume aggregation for optical flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Apcaflow: All-pairs cost volume aggregation for optical flow estimation

Reference 31

Resolution
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raw_fallback, observed 2026-05-22T19:47:01.679196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:6cc79b2c21b4d589a3b39ed46c6fe26fe0adbfc315ac85d1e3b9149982240284

Observation e60b0616-be3e-4939-870c-f84d0c849dbf · outbound

This paper cites Unflow: Unsupervised learning of optical flow with a bidirectional census loss.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Unflow: Unsupervised learning of optical flow with a bidirectional census loss

Reference 32

Resolution
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raw_fallback, observed 2026-05-22T19:47:01.675073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:781f8b4709a4afeda41c7191abafcc184c0585b40e3248e8a40822dd414ff5cf

Observation 40690e16-3273-48ad-b481-33b8f608239f · outbound

This paper cites Occlusion aware unsupervised learning of optical flow.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Occlusion aware unsupervised learning of optical flow

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.699442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ff0e5ddd1f40e1e864ff431e63f47a0c3a224efa716e2c7b4482a2777138f168

Observation e94e7dbb-2bde-428c-afc1-3c481d6acc1b · outbound

This paper cites Zero-shot monocular scene flow estimation in the wild.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Zero-shot monocular scene flow estimation in the wild

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.682762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:018367538ff165a9aa2fc278a8d60dafda464936d43cd04761bb92f17b11f098

Observation eec17f84-2391-4870-a6d7-0bd4ec914b8b · outbound

This paper cites Learning to esti- mate hidden motions with global motion aggregation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Learning to esti- mate hidden motions with global motion aggregation

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.701675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:8a99313fd09f64df8b73a3964b417652698a806d8c591825ee872539634009d5

Observation 665301d3-3a68-440f-b55c-fe4fc2c259df · outbound

This paper cites Digging into self-supervised monocular depth estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Digging into self-supervised monocular depth estimation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.697121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:a73a873ae5331dcd8cb7ee0ed293339557d464a45ee745fda71e0107388e5506

Observation 44b58aed-ec62-43d8-923b-a27cb36bd3fc · outbound

This paper cites Segment anything.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Segment anything

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.677367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:1cdf6aeda44c93a9a1e76b04666ad5bb0f2a9d45a557fd958b2848f2d762a2fc

Observation 371c9b8a-5b00-4c35-8bdd-e98ac08db833 · outbound

This paper cites Vision meets robotics: The kitti dataset.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Vision meets robotics: The kitti dataset

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.694595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:f8faa8299174829c65fed9bf7a8a8fb30bb5566e335412950e775c0e56bf5fa5

Observation 01f63e2d-f8c6-40c0-9bd3-ac7c04dee991 · outbound

This paper cites Unsupervised monocular depth estimation with left-right consistency.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Unsupervised monocular depth estimation with left-right consistency

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.637681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9129d384522106fd65a175b67c1a208a19bba7b254dde1fa75b7a6813efb1782

Observation 9652cd5d-babf-4f11-ac65-3377ae3f8038 · outbound

This paper cites Object scene flow for autonomous vehicles.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Object scene flow for autonomous vehicles

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.650720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:bf25e01c1d405d6d8531af57f7de3bc0fb30a128f0d1105a13927a2150fd8543

Observation 9a125fe2-c218-43eb-ba3d-0cd2f7a6c2c3 · outbound

This paper cites Decoupled weight decay regularization.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Decoupled weight decay regularization

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.654395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:2a39c3d8b52775eaad4e26178218482a868e3ed9d9d5d1e48437f9d01715524a

Observation d5c56834-e555-468f-87e4-4ea27c6b1e4c · outbound

This paper cites Every pixel counts++: Joint learning of geometry and motion with 3d holistic understanding.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Every pixel counts++: Joint learning of geometry and motion with 3d holistic understanding

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.657991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:4e336f6da67c97185a2d1f97fb6fd1650dfb694dc0121088feeb5f1d1b8718fd

Observation 6bc2af8d-5d97-412c-b3a4-09a0ffc65f5e · outbound

This paper cites Mono-sf: Multi-view ge- ometry meets single-view depth for monocular scene flow estimation of dynamic traffic scenes.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Mono-sf: Multi-view ge- ometry meets single-view depth for monocular scene flow estimation of dynamic traffic scenes

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.648727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9246446b3d0bef9a38afa17dee0b68f305ec60fc7e456cb81928db3bf632c83b

Observation 9fee12dd-c93f-4998-bd1e-f8f86867a637 · outbound

This paper cites Self-distilled feature aggregation for self- supervised monocular depth estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Self-distilled feature aggregation for self- supervised monocular depth estimation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.667592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:9c41cd1b0e5138d123e81b77b60181cb344001901fc7be5103ff854d3c73024f

Observation adef55f6-f2aa-4b0d-9a42-5f31b6150d23 · outbound

This paper cites Videoflow: Exploiting temporal cues for multi-frame optical flow estimation.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Videoflow: Exploiting temporal cues for multi-frame optical flow estimation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.711219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ba5ece1766856b50f252f613a6ef8a3d113369065b025f3912cd82c52b43e947

Observation d35f9de2-587c-4cde-b3dc-be9150ac2e58 · outbound

This paper cites Memflow: Optical flow estimation and prediction with memory.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Memflow: Optical flow estimation and prediction with memory

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.684561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:1efdbf5839b4aa15c0301d137e7afd9f97318eff7f982182956c44121e0fa485

Observation b28cb204-a9bc-4943-9ed2-d1fc3a13094f · outbound

This paper cites The cityscapes dataset for semantic urban scene understanding.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow The cityscapes dataset for semantic urban scene understanding

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.652453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:07909f7401600716f13b8789f505d39552bfe866dd731ea04e07fb8bae75800b

Observation 47781cec-c96a-417e-9c85-0226eb728156 · outbound

This paper cites Nuscenes: A multimodal dataset for autonomous driving.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Nuscenes: A multimodal dataset for autonomous driving

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.641701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:da4e5bc003b44d90a08b0687454bda2b15033929d7f76d38c50b0008e492aa2a

Observation 5e4cd316-7679-49a4-b42f-9518be1df3f9 · outbound

This paper cites Spring: A high-resolution high-detail dataset and benchmark for scene flow, optical flow and stereo.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Spring: A high-resolution high-detail dataset and benchmark for scene flow, optical flow and stereo

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T19:47:01.686787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:5b2cb61560e652e4ff604110cd01fe71bb91d0925ef2f20e9333f5c32a9d96d6

Observation bb9ca923-54b2-4494-92c4-4996be1dc688 · outbound

This paper cites Final only.

RAFT-MSF++: Temporal Geometry-Motion Feature Fusion for Self-Supervised Monocular Scene Flow Final only

Reference 50

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T12:51:04.470139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T02:43:38.762689Z digest=sha256:ad6734612e8f7bb58fedf34b7aaedbf439ae7f8f4079c78b95add736b4f61574

Pith citing papers

No inbound Pith citation observations are available.