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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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.625883Z digest=sha256:36d7dbf32c43b719f8d29dd62f247ee6880d87c2746b329f3b3df7b9197e3dd1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.631480Z digest=sha256:c40077025e9f3b3060daf86278f46646302d74c328c0c54da199b133a4bcb720

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.645930Z digest=sha256:ba74e5bd39cf9484eaad4a2ee1ff3c689d532555e1c77ff4efeaeb951060f60f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.650500Z digest=sha256:4cdfffb0cd42f4b23f75703fa3d09d9374dc2848239c0cf4031420683ee08dd3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.655702Z digest=sha256:60277a72d58fb7490e15eb08d43ac2a3ed3c2326f8f005b34393b7764f48e41b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.666218Z digest=sha256:3c2a672a72d8e885a8c9c3b00037a941780f526daa9a7f68f4cad5ba672a4ec9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.670288Z digest=sha256:27d4c12a72c0562579c83e4666a4872c775daefd8f04a1d5d342051fae425087

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.674308Z digest=sha256:92e47a768a0afd0ee09be771e3643bcbcf91dc2067dbe4ac090619242049cdd0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.678156Z digest=sha256:3800a126841ca10813e2e2e1a6d04c51e9e019337815096a53d3cc20732c9b21

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.682953Z digest=sha256:980ae29dff0f83411deb9263cb40215c3f5753cf82bd857f98334a3c107b3b36

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.689044Z digest=sha256:e872f3e41388cee31c719cee1cfe376531a7c635335c71934ade4034e68785db

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.694079Z digest=sha256:85b1f7c09c605c7fca77974cf8b4c07b4429c12826fd4a73c4e55b32d1e07783

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.698771Z digest=sha256:9c7901f8a177cf80b8c52260da99363c5e67cf9759ec1ffe61acc80cddb9f704

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.706267Z digest=sha256:3da17e9f3259e292d417e63f086c85bf8dd4f0c68c0ce1858413ab869da63e21

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.709981Z digest=sha256:d4a4a3b625d417f5c76d7c67cfb8deeffb39b2334f9026369e1bb4f1b461e515

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.715857Z digest=sha256:23275f1557efac3673d42604e1d46b86b7f62f8c3f63fc4d084994f2606d0386

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.720015Z digest=sha256:849aa8eb04d9e4af41218af2875a80caa2aeb6250f8685c00b863bf42774d288

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.723959Z digest=sha256:c5c9e9991216db54fae2045e9772bdc0b300b69d83665aecd35f31af2b5ab7ce

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.758260Z digest=sha256:cfbe70b3fd9aeb637115783e30e03ad1e5314275205f4b92f0bb14a2ee5f551b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.808022Z digest=sha256:309b5f1fd4974eed091ac8c1282cac3702e317c3cdb85ddc4c24b800c16f26bd

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.840166Z digest=sha256:78fbfd9523c630a6927a634537e527c8a332f4eed4adbc7396e945a6dbe24ed9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.884356Z digest=sha256:50245772da4f4b735f79de0db9bb4f6723e2dd5231eada4b0058d41c79bec1e6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.986171Z digest=sha256:bbed5d194a7262ea946f09dc0783f7ee1a25ae159355dbf4dcafe8f7de2ed79c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.991550Z digest=sha256:00bb2e947d6611e38e39e0c962aff39561f7a1a1d0d438a4861db780a8b9a4dd

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:38.998767Z digest=sha256:e902ff0df2c854f9ef9a6126cb3b1f502ae1b8dadf99c65a6ce209af4f9984ce

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.004927Z digest=sha256:024b05bbb2cb25409f92f6cd89f2e3d938bb157028f7733686cf837a3d5be734

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.010278Z digest=sha256:e1a9f588ec06e7d21d30cd6e62d4d2dd4ad359d7afc4c00d5abba710ee6054fb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.014978Z digest=sha256:ba5f80b0d1dcd7eadaf92307dcb4c57316b693265d7baf628950e88e36ff563c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.026053Z digest=sha256:99c439ffda4f89058b01b3c2b5fb933cef33b8198c1725375fad463167c4d878

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.036415Z digest=sha256:2e53bbb31e16bde3d96ed5e2abba6f212fd8a36cac72c672f96705fe82e90268

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.053928Z digest=sha256:a4657089018e109a1be6856c86ca6cabc0d2c7fa408bb62fe56ddb9f72aa6f0c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.059375Z digest=sha256:67c94eeba9e998b41ab609a13d873ff50bc98b697681b4be647c005f7ceb4ba7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.063915Z digest=sha256:2b5b33613d2ad2b208846849d4c69734c9f4eaeb3b3fe4e305328b8ab10d4647

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.069317Z digest=sha256:04bb6050684d8deefc061b3478e6a67f917348658087e413e947bc6cbb192a31

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.074426Z digest=sha256:21a6c76b04b8eb731a25aaa7c7263a990f5b130aa32ea4c8408cb7a955759a9b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.109592Z digest=sha256:2444dadff61f226483c42adcfa348bd06ab5b3c51f37c682787dbfc1163e355f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.184444Z digest=sha256:33c8d272cadff80bb47c9b931f7af85d0f902efadc58562ab594f6dfca397d24

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.245445Z digest=sha256:ebca36c77414777d7081c05fce8334090cae12137bf5d3fb3dff6d762b3b4a8b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.260288Z digest=sha256:b6af3ead8ed10d72b6a90c0abb2034ee91afcf5e6b979d5c889d15fc82a792d8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.274346Z digest=sha256:38d6af8706845c476d76e2a47bc0a48d58506ad056771ac15cf06bde37437d66

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.281436Z digest=sha256:c3de98cc402778b20b679f867427bdd93857889c869fffea92afb79c793323b3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.286956Z digest=sha256:074bcc75a6f3f50f63851c045c3c80ddd422a6be39f9ff8831125cb8fa115140

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.297135Z digest=sha256:791f64cae01e46c8c0735935880230d264ba1ce764a3fcc80945208ae401053e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.301446Z digest=sha256:fe08aca58f3b7b3ac6659179e7401a8d31abd782decedceb63f120699cd845c4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T10:33:39.307207Z digest=sha256:14d5472d616012017d2e115c5564aa1a2a2f12224eda2b3982c87705f752914b

Pith citing papers

No inbound Pith citation observations are available.