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Paper Citation Record · LEDGER

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision

As of 21 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:1908.10933.

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

pith.paper-citation-record.v1
1908.10933 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T10:33:39.307207Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c93f0166-8ea9-4ade-b274-0ba4a6d5dffa · outbound

This paper cites Andreopoulos and J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Andreopoulos and J

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.995394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.625883Z digest=sha256:e37014149e0a238867d87cf77dae45b6d5e099da0d4dc772b70e0b2eb7ce7b9f

Observation 669239f5-dfb2-4f38-8334-69262352384f · outbound

This paper cites Andreopoulos and J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Andreopoulos and J

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.806217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.631480Z digest=sha256:25d0b9f103463851753c41a8e27d283bb70f5fe8d0bf8ebed9021fbe314a6c87

Observation c34dca04-f50a-42d4-9aae-39c245786536 · outbound

This paper cites Why do deep convolutional networks generalize so poorly to small image transformations?.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Why do deep convolutional networks generalize so poorly to small image transformations?

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:38.635992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:38.635992Z digest=sha256:5c9c3d0652c2e582ca3ed6148a8ff4d64204c6666ec60f935d6e1779e5719b17

Observation 9874811c-62b8-4563-89ce-91bcf3d6b3a4 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.770928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.645930Z digest=sha256:8d5429c3e7d9ee4ee039f2b2ae065119f187ac488e04c276662f7deb6dd8d41c

Observation 1a45632e-6963-42b5-9eec-915222dda66d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.746177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.650500Z digest=sha256:ade5dc42434e7300d4a48d291f7bafc52c6b7380acd4cb7eac63dbeb150c11b4

Observation ed3ffba2-bee5-45ea-bb46-534f2c9883a7 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.728189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.655702Z digest=sha256:96ccd16541de4f3a4d527b626a47fe9df5ab8215873773b028d3454ed6640a5b

Observation f4ce2e13-66e8-4514-b4bc-b3382d3be441 · outbound

This paper cites How is Gaze Influenced by Image Transformations? Dataset and Model.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision How is Gaze Influenced by Image Transformations? Dataset and Model

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:38.660652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:38.660652Z digest=sha256:0b22ad280b548f3e18292a56ada1681a2d3aa6b41f67494cad0d2297c1fd659b

Observation 57de7a40-3b52-4061-b176-54d71a447784 · outbound

This paper cites Dodge and L.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Dodge and L

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.563887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.666218Z digest=sha256:456a72c29666a46872f5e5bbcbf47feaddfa13e070672ff39d9c7530a2dfd125

Observation f03404a7-7a80-4b0f-b997-728e9618677c · outbound

This paper cites Everingham, L.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Everingham, L

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.512100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.670288Z digest=sha256:c2982a8c32848b316538579fd1e0cbe15e6279e87f9cc623039ad97c09290cd7

Observation 474b1d1a-4e2f-4642-93f2-e9a2ac5db471 · outbound

This paper cites Everingham, A.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Everingham, A

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.495350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.674308Z digest=sha256:00ebdd96cdba83b4e8c56e27ca9a0a6fbf116e997a8d12d9d069614dd99c0b6d

Observation c7c19107-1575-4047-8da9-234c91e1d492 · outbound

This paper cites Faugeras.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Faugeras

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.470148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.678156Z digest=sha256:a4a144b3ed03d2909742568b193636b4c1655f07b145fbadab06776d4d7bbdbb

Observation bb71c6b2-378d-4876-9858-1131d90863e5 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.450530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.682953Z digest=sha256:f6686cb51272b8a17c8912bf97597e40a6505df0ed17fc160dcd393d6392cc98

Observation 6c419aa3-8d6e-4bf6-9ec6-16635af94614 · outbound

This paper cites Geirhos, C.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Geirhos, C

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.430306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.689044Z digest=sha256:1aa6d5e6e27b86e33091d5184d33501df5a021cdd716635bd575aedbe9cc3270

Observation f3281dc0-b8fb-492b-97ff-84c958ea5cab · outbound

This paper cites Girshick, J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Girshick, J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.412553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.694079Z digest=sha256:ef9cc206f31675ad5eec92cbd6b2950d36652f80c854a6b549fa2451e244b9db

Observation 858e1900-06ee-46c8-a209-9adcb3fa519a · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.390412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.698771Z digest=sha256:5749925d4f75ab867014f8a5ac280051f220484207f1939f49eecde0aa49631b

Observation 84e2b855-ca27-4f5e-b610-9e84e901d424 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.244365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.706267Z digest=sha256:df6851bc7d30d6574e373aa5c91a78f191e52912dbce8cab7d61020d1a209901

Observation 6009b63d-4b67-4f0a-84ca-afd26364f72d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.214452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.709981Z digest=sha256:481c119535a5367cccaa5e6f5145b7e5f708dd5c7fb9fdc95e865c6cd55e0dea

Observation b59a8658-b629-4cc8-8426-dcf3363d9139 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.155231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.715857Z digest=sha256:25370f0549df8abf4ff9c325a8692cc81ae6dbd5c805dd017dc88f2eadf60868

Observation 2d4a6727-09d1-4aac-90f2-89be34fc91cb · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.143043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.720015Z digest=sha256:7965262b15fe89d56955d9917ecc25a56e68b14040f4ca4ba41ff4a52e3ab867

Observation d3657067-1034-464e-ab4d-d175e501a60b · outbound

This paper cites Kadir and M.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Kadir and M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.129683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.723959Z digest=sha256:0b12ae05d390a8803b49ad01281b0906dadc21e05b6fdcff15ae1093d8a70345

Observation 016ab1f8-1346-4c75-98c5-04824edac465 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.113379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.758260Z digest=sha256:204991c2526a6f31d33ca80e3902b6a90024347a0ea3669a6207ee65f385cf1a

Observation be86474a-281f-46fe-8a92-684817d199f1 · outbound

This paper cites Krizhevsky, I.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Krizhevsky, I

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.099961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.808022Z digest=sha256:43af34bd3f8d7e1d85d54754c989a9a6788f0920fabc20b65ad6822f3c8ab8e7

Observation 3ddfcd7e-b3a0-48ab-9e3b-1d67a0f67ab0 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.087099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.840166Z digest=sha256:d125477eb5b01ee3d9ca42461b36587dd201e6d67da12139e3189e12879f7b0a

Observation 10c831b9-dac9-45ab-a724-2304bb9de7aa · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.074490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.884356Z digest=sha256:9636b4d64a7cd163b9f46bd4d31047377274d70a31c6cb428d7995ccb13573b1

Observation f6e1b0b6-8d05-421c-ba3f-69e80f2fff0d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.798223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.986171Z digest=sha256:a93aa1de4c6b78512a594f46ef1a6933e8abe8801f6133e80c964882c3825f85

Observation 992d163d-34b4-4b7d-8d4b-627bf35a8e1f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.775259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.991550Z digest=sha256:61355922e4cdcb3691fd3f0259298a5fc8c3ad1a2e91569d8d195e7bdc06ead2

Observation 5765295c-8a23-4183-933b-490b3306d6ae · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.615785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:38.998767Z digest=sha256:ccfa8dfd3339f9ed8ebc04c645c78aa9cd2caa8855d3b709b36340b0db8a6608

Observation 05ea9b79-716d-426c-8c74-c09b6f8bed3a · outbound

This paper cites Matas, O.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Matas, O

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.450105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.004927Z digest=sha256:ac062a81568a7fa7fc91fda750041afc2f22d9e8ce4a2199525f37209c4017c9

Observation e6b44d08-d35e-4ab4-9ab2-4945a5085076 · outbound

This paper cites Mikolajczyk and C.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Mikolajczyk and C

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.375523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.010278Z digest=sha256:542e0cd626a80d7fa478f1ac3bc36f684632be5e6982715bbad62c341d46e2e3

Observation 67b009ae-45de-483b-a49f-22421cfc9f6d · outbound

This paper cites Nickolls and W.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Nickolls and W

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.352370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.014978Z digest=sha256:e763297d1361e5c4927b8218da35062cfdbdaaa6a96beb9d673a67bbe00af26a

Observation bf487b44-4adc-43bf-a333-69c4bebaccc3 · outbound

This paper cites YOLOv3: An Incremental Improvement.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision YOLOv3: An Incremental Improvement

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.019667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.019667Z digest=sha256:8a01568137dea549fe1ba14ac71ff5ff8406c7d07f613452e233fdb94ffbd9ca

Observation a0dc1bcd-fc24-4b9b-b672-0020e6f0df46 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.327868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.026053Z digest=sha256:4a35f40030971ad74ceac0feb4ab54d3c43a3835a3ea7464c3dbc6c941953478

Observation 66c8946d-db10-4fd6-bd3b-fef4e8bdbd01 · outbound

This paper cites Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.030729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.030729Z digest=sha256:9e20e37bfd38729a6a26ab770b0497beb72e343a5c56dc4c39825df7e3e0c373

Observation bbbf13dc-b64d-4bc6-b312-1a4b6d0926db · outbound

This paper cites Rosenfeld.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Rosenfeld

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.216240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.036415Z digest=sha256:068de6bc158a0b0cf1627b9f07b70f4778eefb99ea7b42b9a3aeabefa21959da

Observation 1994b9c4-9491-4cdc-877d-67c335ef9d02 · outbound

This paper cites The Elephant in the Room.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision The Elephant in the Room

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.041500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.041500Z digest=sha256:a34384b0a82019f1543e637604ffaf0f42d56ec249db32307aa643b5892e1a8a

Observation a0145c23-ff96-46df-b9ba-394225dff2ff · outbound

This paper cites Effects of Degradations on Deep Neural Network Architectures.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Effects of Degradations on Deep Neural Network Architectures

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.047426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.047426Z digest=sha256:93bb703b52d43b1bdcce9fe4d53ec6f71ee19f6aa7fbcbe11980b446454fd56b

Observation cd73fd32-c8d3-466d-86ab-16ca476b991f · outbound

This paper cites Russakovsky, J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Russakovsky, J

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.023155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.053928Z digest=sha256:eb053a1140462013a955f0da274333a3ddc9e9e1e09570d1538eb1a4fbf542ab

Observation 557d3293-3db7-47f5-9d1b-1d4aff13fa1f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.999987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.059375Z digest=sha256:12430b449a712cf34f3d1abe13bafafc73e46db7d0dea4fc6bb7467d493940df

Observation 48446c22-3958-41c6-ad44-cfdd5bbcd498 · outbound

This paper cites Shapiro, editor.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Shapiro, editor

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.977393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.063915Z digest=sha256:fba94c3ed5c1a4a72c120be98f833fbcfe3264b305f15d2cf477f8d6b90a46c7

Observation a5bb743e-1689-49d0-9510-f7508fc57054 · outbound

This paper cites Sirovich and M.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Sirovich and M

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.958701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.069317Z digest=sha256:806c354ac5b64ef6061dacf12736c1f05ea20fe69d20886ffaa53387003f9551

Observation e8bfc3c3-b486-4b29-ac73-4068cd31bb0f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.940832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.074426Z digest=sha256:691f2300c60b039ab160c69cc070170cf529a2d2ead18bb7eb95b8e0cad52f78

Observation 336882b4-c6ab-48e0-b9f3-f5e41422ab07 · outbound

This paper cites Szeliski.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Szeliski

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.875701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.109592Z digest=sha256:b479b9397b1189e1cf7c6a4817592c6cf0e5e601242821aaa6aef8f6a3a4fe4a

Observation aba528fd-899f-450c-bab8-da337f8605ac · outbound

This paper cites Tommasi, N.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Tommasi, N

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.816656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.184444Z digest=sha256:f8b5ce9c9f5b3dfac06e1c455c383148add48501e13c0025e090eb288f2d3acd

Observation d33f1ab2-abd7-4274-83fc-d4b467b75b81 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.768590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.245445Z digest=sha256:2deffe11a6532c0e3f3012a0ddd6ae97921dde9cf26248f0d5eb56ce8d1671ee

Observation 7c95885d-20d9-4e25-ab87-7ddf6b3fd6b2 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.745656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.260288Z digest=sha256:caa553be391681dcfe0b40c18befa105c56727ea65137a2549b054e72627c1dc

Observation 97bba522-7955-4d53-990e-2899191c7220 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.724943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.274346Z digest=sha256:322bea8632456a6656bbbe1eacc46eb2abc17cc8611f1aeb62649379e8b96f93

Observation a99a5972-13f7-4a5e-a3c0-255d2b5bf2a6 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.674556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.281436Z digest=sha256:bc25e605446704a3e3f74d5dae747924cc92d8286847091563dbc8872ece79a0

Observation 7e6df1af-0032-437d-9cf5-5f6dbc507d22 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.604539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.286956Z digest=sha256:e203231e3e0f4026c1217cfa2f34c0c190f3498399c905e04dfec137193e8b57

Observation 3db4c049-649c-404a-98ec-e228c01dceb1 · outbound

This paper cites Active Control of Camera Parameters for Object Detection Algorithms.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Active Control of Camera Parameters for Object Detection Algorithms

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.291622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.291622Z digest=sha256:9605f2ba829054650782240278f313134ed3de132f0276ebf0b514b0b8609bd5

Observation 817d5fff-5728-41ec-ba5c-48edba23d58f · outbound

This paper cites Wueller and R.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Wueller and R

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.528752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.297135Z digest=sha256:134a0d54a18f4f256b835f28aaa6c4ce73ce79e08a9ff2aec5dd8d92f2e60203

Observation c9a443f3-f762-444d-ac18-9a1b7c5dfd34 · outbound

This paper cites Wueller and R.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Wueller and R

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.509846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.301446Z digest=sha256:3710ce73a34792f0bc2a365818d9b689e09c2ca5cbc97fbdea76542ae707f922

Observation aa4a3050-ea26-480c-a951-8da4ba590895 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.482757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-14T10:33:39.307207Z digest=sha256:b293641eb3cf3d3c5db8f5423bc7c3dd3035eaa3b0aeb510371e68d1d1eb779e

Pith citing papers

No inbound Pith citation observations are available.