Paper Citation Record · LEDGER

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.19891.

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

pith.paper-citation-record.v1
2507.19891 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:57:07.508659Z

measured 36 of 36 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

36 of 36 outbound references displayed

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verified fuzzy29
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1320da5-9f30-4a53-be01-ab63d838a8d6 · outbound

This paper cites Generic attention- model explainability for interpreting bi-modal and encoder- decoder transformers.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Generic attention- model explainability for interpreting bi-modal and encoder- decoder transformers

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.238290Z

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Observation 4f2ab381-69fe-4024-90e8-eab32803ce81 · outbound

This paper cites Transformer inter- pretability beyond attention visualization.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Transformer inter- pretability beyond attention visualization

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.220968Z

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Observation b2e1122d-0e44-40ab-b0cb-7094af1c3a1f · outbound

This paper cites OvarNet: Towards open- vocabulary object attribute recognition.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention OvarNet: Towards open- vocabulary object attribute recognition

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.203160Z

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Observation 9b03aa13-67a8-46aa-b325-088fc1ee4f8c · outbound

This paper cites Re- verse attention for salient object detection.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Re- verse attention for salient object detection

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.182162Z

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Observation e7f73bc2-e61d-4d59-aff2-22a9f5135098 · outbound

This paper cites Spatial- rgpt: Grounded spatial reasoning in vision-language models.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Spatial- rgpt: Grounded spatial reasoning in vision-language models

Reference 5

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Observation 8c83e2d8-b370-4277-8135-a3d15a16dbea · outbound

This paper cites The Pascal Visual Ob- ject Classes (VOC) challenge.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention The Pascal Visual Ob- ject Classes (VOC) challenge

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.148906Z

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Observation 2fd21171-2887-484e-8811-ecc412e3fc40 · outbound

This paper cites Open-vocabulary object detection via vision and language knowledge distillation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Open-vocabulary object detection via vision and language knowledge distillation

Reference 7

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Observation 2434f22c-64f5-4a9f-84ae-c8914739a1cf · outbound

This paper cites Attention-based multimodal fusion for video descrip- tion.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Attention-based multimodal fusion for video descrip- tion

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.117503Z

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Observation 3aa6e1bc-e160-4600-bcf3-fdb0159d4b71 · outbound

This paper cites Semantic segmentation with reverse attention.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Semantic segmentation with reverse attention

Reference 9

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Observation 76f18aea-4c91-42a3-8e35-1ea232a3e6e2 · outbound

This paper cites Scratching visual transformer’s back with uniform attention.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Scratching visual transformer’s back with uniform attention

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.083545Z

Source-reported events for the cited work

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Observation 1f75648b-c629-497a-88a8-f030251d5628 · outbound

This paper cites Attention is not expla- nation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Attention is not expla- nation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.066680Z

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Observation 295c4892-c186-48c4-98c5-003afce6a47a · outbound

This paper cites MDETR- modulated detection for end-to-end multi-modal understand- ing.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention MDETR- modulated detection for end-to-end multi-modal understand- ing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.050848Z

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Observation 3fbc8ff4-c7c8-4254-a0f3-ced10887080f · outbound

This paper cites Shallow and reverse attention network for colon polyp segmentation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Shallow and reverse attention network for colon polyp segmentation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.036471Z

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Observation 05df848d-5c7f-49da-b543-baa3492aa3e5 · outbound

This paper cites Grounded language-image pre-training.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Grounded language-image pre-training

Reference 14

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Observation a685fe3f-90bb-4c75-84d9-cd92430c9757 · outbound

This paper cites Distilled re- verse attention network for open-world compositional zero- shot learning.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Distilled re- verse attention network for open-world compositional zero- shot learning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:08.007228Z

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Observation bddf920d-580f-4ab3-9add-2326e29000fa · outbound

This paper cites Rta-former: Reverse transformer attention for polyp segmen- tation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Rta-former: Reverse transformer attention for polyp segmen- tation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.990406Z

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Observation c751a0b3-9110-4651-93d3-b332510f5b60 · outbound

This paper cites Attention is not enough: Mitigating the distribution discrepancy in asynchronous multimodal sequence fusion.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Attention is not enough: Mitigating the distribution discrepancy in asynchronous multimodal sequence fusion

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.974681Z

Source-reported events for the cited work

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Observation d84431c8-e50f-4970-b872-7236a78b0f49 · outbound

This paper cites Faster R-CNN: Towards real-time object detection with re- gion proposal networks.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Faster R-CNN: Towards real-time object detection with re- gion proposal networks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.961130Z

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This paper cites Self- attention with relative position representations.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Self- attention with relative position representations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.946824Z

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Observation f1b5e668-fb99-4194-96f0-1d18f3439088 · outbound

This paper cites GroundVLP: Harnessing zero-shot visual grounding from vision-language pre-training and open-vocabulary ob- ject detection.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention GroundVLP: Harnessing zero-shot visual grounding from vision-language pre-training and open-vocabulary ob- ject detection

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.928386Z

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Observation 55c22222-f5d6-4650-9e67-41ca9d74e052 · outbound

This paper cites Zero-shot open-vocabulary OOD object detection and grounding using vision language mod- els.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Zero-shot open-vocabulary OOD object detection and grounding using vision language mod- els

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.913182Z

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Observation 2744a0dd-e5a2-4ee8-8c7e-193ccae3ef1e · outbound

This paper cites Reverse and boundary attention net- work for road segmentation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Reverse and boundary attention net- work for road segmentation

Reference 22

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Observation 7f81683f-e654-4363-ad77-03ebc2dffce9 · outbound

This paper cites How Visual Representations Map to Language Feature Space in Multimodal LLMs.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention How Visual Representations Map to Language Feature Space in Multimodal LLMs

Reference 23

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This paper cites OV-VG: A benchmark for open-vocabulary visual grounding.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention OV-VG: A benchmark for open-vocabulary visual grounding

Reference 24

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Observation d61aeec8-e96c-43f7-9172-a93b4fdd5c96 · outbound

This paper cites Ra-net: reverse attention for generalizing residual learning.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Ra-net: reverse attention for generalizing residual learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.856092Z

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Observation e1d15086-c7cb-4e11-bfb7-5fd367987be6 · outbound

This paper cites Attention is not not expla- nation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Attention is not not expla- nation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.837660Z

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Observation baa7f74c-5f0a-411f-8950-4950baa3dbff · outbound

This paper cites Valley2: Exploring Multimodal Models with Scalable Vision-Language Design.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Valley2: Exploring Multimodal Models with Scalable Vision-Language Design

Reference 27

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This paper cites Im- age inpainting with learnable bidirectional attention maps.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Im- age inpainting with learnable bidirectional attention maps

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.816496Z

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Observation db245629-0bcf-49c4-9b7c-5aa648952409 · outbound

This paper cites WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning

Reference 29

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Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention RLAIF-V: Open-source AI feedback leads to su- per GPT-4V trustworthiness

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.798576Z

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Observation 88239d37-135a-4996-97ba-896e2e29db6f · outbound

This paper cites Open-vocabulary object detection using captions.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Open-vocabulary object detection using captions

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.781027Z

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

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This paper cites LED: LLM enhanced open-vocabulary object detection without human curated data generation.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention LED: LLM enhanced open-vocabulary object detection without human curated data generation

Reference 32

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Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Unresolved cited work

Reference 33

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This paper cites Thus, we examine the correlation between the area of ground truths (normalized to image size) and those of de- tection Abox.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Thus, we examine the correlation between the area of ground truths (normalized to image size) and those of de- tection Abox

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.752196Z

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Observation 37d86476-9cf6-49bd-81b2-58af6624cd51 · outbound

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Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention Unresolved cited work

Reference 35

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Observation f64ca025-9c90-4b78-9244-1a14d7714f80 · outbound

This paper cites In the first case of inverse-distance reweighting: α′ ij = 1 1 + γ|αij − m| , which peaks at αij = m and decreases as αij deviates from m.

Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention In the first case of inverse-distance reweighting: α′ ij = 1 1 + γ|αij − m| , which peaks at αij = m and decreases as αij deviates from m

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:57:07.713577Z

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.

Pith citing papers

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