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Paper Citation Record · LEDGER

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

As of 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.625883Z digest=sha256:9ea392807b1f130339646d47368804843e124c81d9a6f16029e2aff1c8835690

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.631480Z digest=sha256:e5284710de05d1f7fc59e5667cb27726421785da6c8905b9a967119220fd072b

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:e7df6252e08b6a00289a5947e5b47b6ade703a7cf33f2c2a920f3e371af99569

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.645930Z digest=sha256:327304048a36f5214c05bc0b6b10680ec4c70a89d75a97b23b3125776743dc3e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.650500Z digest=sha256:5dfab6e5e3e17749d05e4456796a787b224cb595888e026cc49c5975b16eb79e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.655702Z digest=sha256:1b099f2eacd7ab86d0139def25432f5fb7bdc5ba6e87686af529cd903671d4ee

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:b9544709fc1c72b73fd0baf92905b563310cb610a20198afb9dd928a6241188e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.666218Z digest=sha256:ba53576d390567a9fdc01dfc02ad9ce05f1266ddc425cbc7dacdc2711041469d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.670288Z digest=sha256:a0cd86fffd8337f386ddb1e63faa36ee2276fafa22009eb05586136bb164a7b2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.674308Z digest=sha256:9aeab2453614e0e40497cdff3e1ffb9c41168b4e1757dba6855368013d7d082f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.678156Z digest=sha256:f16b9fff02326622853d3a86ef4ceeaf9f5c9bffe3381ba6b97a52979cc15fa4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.682953Z digest=sha256:2244a41d62c1dbaef62df624215b108dae46e45b22d8987e39e24779f50c0103

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.689044Z digest=sha256:f25571016f4594885431266b07e2408af8b68838eaedb18e7903f121eed7e67b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.694079Z digest=sha256:148387a80a5644df7696369197df1a30c8783f16b71a731f21214765471aba7b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.698771Z digest=sha256:efab0357704cdd7f2b04f6b8794c26e831e064c86268fe248ea11afedec4a3f3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.706267Z digest=sha256:95c5bf4cc6986ac962fa94f2bf935ada3393899a44fb7b99c97986793380beb7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.709981Z digest=sha256:4f2fd678933827e2475e0634d2b2f8d876c4c2312e91073def9f00bd8dbbd9f4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.715857Z digest=sha256:1d79e35a2b3a938325d6bee8167e3ccb570d16f7a9fe49def40ae40faa1922f8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.720015Z digest=sha256:ad5298db403539a258795e08081ff624ec544c8566ec2c7bd9c1a716612ae7b3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.723959Z digest=sha256:7f069cc5f148f087d46337cc630eedf0a2fa64133196f0aecc2ccf5f7a08d6c6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.758260Z digest=sha256:1701aee201c441280a81236beb9c965ffc38d7bda6c10d252da5958473dbee87

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.808022Z digest=sha256:4d074884a4c126e81fc168315369ce4bb5516ea8ff709b81c0ba4da91d5d2497

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.840166Z digest=sha256:c7fde58a330d8cf2abb7b1ad0c9e7328520b860a6352ff95f2508354a1a2b836

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.884356Z digest=sha256:f3b38acd8d3f5ceb21aa68c08452aedd99faf7cd8a8d45ccf9b7802fd37858ad

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.986171Z digest=sha256:46487ddfae2ddaceb4b9006f0d4a6ba007f7cc2411e3a1e42602e4a062fabca0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.991550Z digest=sha256:4c62a65aad61b4a69a10c18b3358444309cc7a24e6b6aa90c3c7ee157dda2277

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:38.998767Z digest=sha256:397825b17f2eda298bc15a018a47bbb5da20530dcab6f196e361fb9a5523ecf5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.004927Z digest=sha256:692ad82fa26b91d87883b91885476e8cf282356230ffe6ddd59ea53f11c39d07

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.010278Z digest=sha256:7d7f8faa81187b37450010b5972276eea457378a31cdd74ec6a16c7413fe60cd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.014978Z digest=sha256:a16d9236a3e8caf117d925c3867c0d12749691d93f2dce1c946c55cb5a8159ae

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=sha256:011ebb6881b283a2574b2a56ebe85cd3440a25f1983607f41b003547b22fcec0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.026053Z digest=sha256:e28ad941c43229413d7152813d389e7f9bee0c2eb57e3ac8446ca6cdc8c519bd

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:b4a9d4db0fdca60e65182491354724dcc9374d31aa16dea778999944aca439b2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.036415Z digest=sha256:79b5696db955282bb4d9eded94094f54493d532fda645409eb0a94d42e4cdc1b

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=sha256:3bfb88adb4eadd51a49e31844cad67bc7b40efbf645df332a6c853113eb19094

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:a2e36c6be765ed1f78d1d88c02d40784688b3cd90c5c069a25bae4ca55add7e0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.053928Z digest=sha256:722c58b40e20352710eae7f3c10366015f96abc7d5610406a9d22bc075718086

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.059375Z digest=sha256:9130649bcfe66e966f3e6061db0cbc1c0b691075e537b72518c978eb1803bf3d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.063915Z digest=sha256:bbad6ad83716227608d442553bbd56dd5e1d8f3a7aeb715a8b0a97fc6f2e56b7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.069317Z digest=sha256:3af4bacaeedc3a30f30d742b2d52f1d2eb837a7ed687ef557c0b34f434d259c1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.074426Z digest=sha256:6567b5b0fbae253079dcc626a18b567fd4fe9cf2d7dcaf2aab92104a12255af3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.109592Z digest=sha256:fa1179f554fbe103c0852aab92a747dc753ef0b84cc6de986a14a9167c86cace

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.184444Z digest=sha256:629f906af81d9aab1c08f76b302c96925ae6beee87ea827315bf75b4626296e1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.245445Z digest=sha256:13582f6468ae23ae70b383f171a3a0b2d0b4cda24ed3b0f447958d686b47f999

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.260288Z digest=sha256:703787d344d531efd7d3efa389a7b2c6cd606dd85a6125e5400c7c4fd72a7443

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.274346Z digest=sha256:50944d096a1ccd0a7a6e6dbb1577055ccb348cad8a770038d2c79954eb297d28

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.281436Z digest=sha256:b5e81e835f7a58f480bc58c348b973f18a119f945b7707c8149c791712e15ffe

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.286956Z digest=sha256:74a690aed868cb91fcc27cf18a91f0979b5f10f4dfebf0b44bf68551c1b2bba0

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:c3c58a669a647a7a9afa5f48ba6038b5b260dde7091de3b4206be90e6d27f5c1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.297135Z digest=sha256:5f6778f8793b0bdeb8d7b93d95f46ed2b3b63f99fc44966b5c811824af8033f6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.301446Z digest=sha256:6eb7cee2942a24eece7c7b51eed554d62086348646ab80ddfeae45aa5f728354

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T10:33:39.307207Z digest=sha256:8d5cc7415f80f4887f70ced2b75621a221da845591a437fca890ac74661b4578

Pith citing papers

No inbound Pith citation observations are available.