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Paper Citation Record · LEDGER

UniSER: A Foundation Model for Unified Soft Effects Removal

As of 7 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 2 inbound Pith citation observations for arXiv:2511.14183.

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

pith.paper-citation-record.v1
2511.14183 v3

Coverage vector

measured 98 of 98 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T21:19:43.695857Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T02:58:46.728868Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-05-12T03:01:18.384249Z

Reference resolution

98 of 98 outbound references displayed

  • verified exact15
  • verified fuzzy81
  • unresolved1
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 575af2af-5317-45ad-84a8-cc5f9527853e · outbound

This paper cites I-haze: A dehazing bench- mark with real hazy and haze-free indoor images.

UniSER: A Foundation Model for Unified Soft Effects Removal I-haze: A dehazing bench- mark with real hazy and haze-free indoor images

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.245229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:acfa4ff165345550d54692ec39b99a3e08fb11c94b3b8f2ff89d663885c71d3d

Observation eb76d0b4-a680-4632-ba2e-3b3098e79b03 · outbound

This paper cites O-haze: a dehazing bench- mark with real hazy and haze-free outdoor images.

UniSER: A Foundation Model for Unified Soft Effects Removal O-haze: a dehazing bench- mark with real hazy and haze-free outdoor images

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.236987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:548df0c7d9bd835e39c1b014c1e19d1c7d369607dedc5df613b6d065a8774fc9

Observation ac6ffa81-da47-4100-b055-020c271ea498 · outbound

This paper cites Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images.

UniSER: A Foundation Model for Unified Soft Effects Removal Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.229015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:fa31d7eba308d6051a847bf48f55386bcecce6881d8ccd00486524e74ac08a30

Observation 15fae6b9-1903-4535-a9fa-971bef09420b · outbound

This paper cites Nh-haze: An image dehazing benchmark with non- homogeneous hazy and haze-free images.

UniSER: A Foundation Model for Unified Soft Effects Removal Nh-haze: An image dehazing benchmark with non- homogeneous hazy and haze-free images

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.233368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:9f3b79d6cf4fa39db8e8e6be9edcff1bc4ae63d31f86c13f0c55e094da91e859

Observation 412d8aab-8acf-4bc1-8908-37822f7050b0 · outbound

This paper cites Ntire 2021 nonhomogeneous dehazing challenge report.

UniSER: A Foundation Model for Unified Soft Effects Removal Ntire 2021 nonhomogeneous dehazing challenge report

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.241448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:946a60d1602dfe22a0d0caa1c784ac7956ad808d6a742a64a2b5ad170dc643f5

Observation e3f233fb-93d1-4b92-9190-b882cdda68e4 · outbound

This paper cites Ntire 2023 hr non- homogeneous dehazing challenge report.

UniSER: A Foundation Model for Unified Soft Effects Removal Ntire 2023 hr non- homogeneous dehazing challenge report

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.371095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:cc6a7dba50312336d69bef7fab3d8cb5a70f750aae2ba326f1e4d83c4ed1a117

Observation 2eca58cb-6913-4a6d-8712-4e2c1fb1b55c · outbound

This paper cites Ntire 2024 dense and non-homogeneous dehazing challenge report.

UniSER: A Foundation Model for Unified Soft Effects Removal Ntire 2024 dense and non-homogeneous dehazing challenge report

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.279524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:5b6c08aa04a1e505e6c8e0ac61d2978946949090a0c53d370da3fa83933c746a

Observation e24b0113-ad70-4ab8-8f01-7ddaa6f325bb · outbound

This paper cites Qwen2.5-VL Technical Report.

UniSER: A Foundation Model for Unified Soft Effects Removal Qwen2.5-VL Technical Report

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.826342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:c17acea67f92be482c53b76ece7e8b52c26a1d9cecc5b46edf9c55b42439e2c7

Observation 6f74be83-1e62-43c9-802f-f114668f5db5 · outbound

This paper cites Blender—a 3d modelling and rendering package.Blender Foundation.

UniSER: A Foundation Model for Unified Soft Effects Removal Blender—a 3d modelling and rendering package.Blender Foundation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.300219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:8aa524d76115f9bce1bcb459ed276095baa3c84fba5f0e7b95f5c1e6b1be16d4

Observation 9c79a26c-6730-4a6a-b2f8-544e6b64612f · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

UniSER: A Foundation Model for Unified Soft Effects Removal In- structpix2pix: Learning to follow image editing instructions

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.276157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:58dd9ee42fa98adea93c4b85565256c3fd5dd7b0a287d43ada81d6b55ee8742a

Observation 79ce24d9-8f39-43df-9104-e30793547132 · outbound

This paper cites Seedream-4: A large-scale text-to-image gener- ation model.

UniSER: A Foundation Model for Unified Soft Effects Removal Seedream-4: A large-scale text-to-image gener- ation model

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.296852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:4724356cf1157390bc9aa0874e8cca99987d34502d848817a386c402b6f0ea01

Observation 77193259-eb8e-48a3-a540-328fdcbf5779 · outbound

This paper cites Gated context aggregation network for image dehazing and derain- ing.

UniSER: A Foundation Model for Unified Soft Effects Removal Gated context aggregation network for image dehazing and derain- ing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.313783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:a33bfedaa911b6e5908f48f2ae798dd57c45452f8645bd79b8b53e4ee7902541

Observation 7495f7cf-2ad3-463b-971d-5d15d413ac71 · outbound

This paper cites Unirestore: Unified perceptual and task-oriented image restoration model using diffusion prior.

UniSER: A Foundation Model for Unified Soft Effects Removal Unirestore: Unified perceptual and task-oriented image restoration model using diffusion prior

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.481478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:824a25b7909c6af059d99f3d00e4a70c061ff04ab9ae53ee42d7f8904c3b3c74

Observation d531ea71-d1fe-457d-9c6d-d4ec95bd4b56 · outbound

This paper cites Unireal: Universal image generation and editing via learning real-world dynamics.

UniSER: A Foundation Model for Unified Soft Effects Removal Unireal: Universal image generation and editing via learning real-world dynamics

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.478814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:fa5cac563fc4c3ea652ade31e4b3ad94527d028802d4e569ff7deeb55bfd48f5

Observation 17774d9b-43bd-446b-89b1-33f815775ee6 · outbound

This paper cites Psd: Principled synthetic-to-real dehazing guided by physi- cal priors.

UniSER: A Foundation Model for Unified Soft Effects Removal Psd: Principled synthetic-to-real dehazing guided by physi- cal priors

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.503036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:af9954401de1ffd04acdf8a62272fd74b2dc220ae9b151118e4869d81f792698

Observation 27166e61-157f-410b-ae78-79f619de9197 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

UniSER: A Foundation Model for Unified Soft Effects Removal Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.782634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:a3824262e943b6a740399d4337e416b488aabdc5d7817d5d9af7ff3456d430b4

Observation 83308507-fc51-4f3e-9482-23a131bd3663 · outbound

This paper cites Flare7k: A phenomenological night- time flare removal dataset.Advances in Neural Information Processing Systems, 35:3926–3937.

UniSER: A Foundation Model for Unified Soft Effects Removal Flare7k: A phenomenological night- time flare removal dataset.Advances in Neural Information Processing Systems, 35:3926–3937

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.471105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:901992a5068f5b9dd0cf5b973134f3bfa55d34bef8efe6a1e3848eff7bdb0a4e

Observation 51499bca-d8db-4d1b-90e4-01a75a0aff9a · outbound

This paper cites Nighttime smartphone reflective flare re- moval using optical center symmetry prior.

UniSER: A Foundation Model for Unified Soft Effects Removal Nighttime smartphone reflective flare re- moval using optical center symmetry prior

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.382549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ff079309b4526da607fa6c2d7a541c6a0c3b57f6bbf3b2aa3ed86331565fe0ae

Observation 8bb12adc-6d6e-4ed4-82bb-88ed6f762eae · outbound

This paper cites MIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results.

UniSER: A Foundation Model for Unified Soft Effects Removal MIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.804426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:d43e395e5838b60a60d05256c386a4ce3cb23ae61fd0f9b3c94c94a11bdba05d

Observation c0dc6d03-7f63-4867-9022-8e14dbb1f702 · outbound

This paper cites Shadowrefiner: Towards mask-free shadow removal via fast fourier transformer.

UniSER: A Foundation Model for Unified Soft Effects Removal Shadowrefiner: Towards mask-free shadow removal via fast fourier transformer

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.265794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f8c4845c747efe9131e75c573ccdcebe7acfd17ac9d5a1ed7376d1df31bc65ad

Observation 3247c655-5935-4890-b9d5-1c7c18f5aa46 · outbound

This paper cites Location-aware single image reflection re- 9 moval.

UniSER: A Foundation Model for Unified Soft Effects Removal Location-aware single image reflection re- 9 moval

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.463735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:03caa683087125db3777844c07db290f381eb14649e960bbafc55a507a4432c9

Observation 4eec4793-98df-48bd-9aac-7ce02a2a834a · outbound

This paper cites Cycle- dehaze: Enhanced cyclegan for single image dehazing.

UniSER: A Foundation Model for Unified Soft Effects Removal Cycle- dehaze: Enhanced cyclegan for single image dehazing

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.461057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:238abac887473887b214bbdb2e9b0c6fd3ab3beb7d6f9793a68533204fc7f414

Observation 8e7bc7ac-ca9d-4c3c-8f98-e9e154782e21 · outbound

This paper cites A generic deep architecture for single image re- flection removal and image smoothing.

UniSER: A Foundation Model for Unified Soft Effects Removal A generic deep architecture for single image re- flection removal and image smoothing

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.395480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:c783338be2e324a9974daadabef925b086eb3ef89ec8988bc2f70237801cffad

Observation 9b592ff4-1d34-4dad-aded-e325a0b3b57e · outbound

This paper cites Auto- exposure fusion for single-image shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Auto- exposure fusion for single-image shadow removal

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.290162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:9f64120a153e740d6bd688ba89e86dc862bca24b6ffd909f2951d4ff65b27333

Observation 48d4c7e2-e089-434a-86f4-7ad8267cc2c2 · outbound

This paper cites Deflare-net: Flare detection and removal network.

UniSER: A Foundation Model for Unified Soft Effects Removal Deflare-net: Flare detection and removal network

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.451599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:8d7eac482c8b7aca55a843ec1341888998cee2025753dc3355d16ab5dc9d9d2c

Observation 07e42623-f629-4c73-8076-397a47cee871 · outbound

This paper cites Introducing gemini 2.5 flash image, our state-of- the-art image model.

UniSER: A Foundation Model for Unified Soft Effects Removal Introducing gemini 2.5 flash image, our state-of- the-art image model

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.269114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:8c5cb3094243e8235fef411cdbd89786f46b886b3a0848db1202a92f1f7ba855

Observation b1c39454-4f42-4006-a27c-60d5485fe1b8 · outbound

This paper cites Shadowformer: Global context helps shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Shadowformer: Global context helps shadow removal

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.444220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:9e0314064149d6084ab1521c283ed94a9c95591fb5f10ab3d5759f4e93e7a29f

Observation 7747a02c-93ee-46cf-8e88-995d85fb9edd · outbound

This paper cites Shadowd- iffusion: When degradation prior meets diffusion model for shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Shadowd- iffusion: When degradation prior meets diffusion model for shadow removal

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.413519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:2bce600c4dfb0c922738993811adf9f45a28244212b34cc365819a195cd15517

Observation 56f87c93-22af-44a3-bae3-b5bd39da914a · outbound

This paper cites Single-image shadow detection and removal using paired regions.

UniSER: A Foundation Model for Unified Soft Effects Removal Single-image shadow detection and removal using paired regions

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.337950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:44dc428599a6988a4029a398258b66eccdefbbec03ec1797e73c728a29d8f93d

Observation bcea78a1-204e-4f66-b062-38b027ddd1e0 · outbound

This paper cites Single image haze removal using dark channel prior.IEEE transactions on pat- tern analysis and machine intelligence, 33(12):2341–2353.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image haze removal using dark channel prior.IEEE transactions on pat- tern analysis and machine intelligence, 33(12):2341–2353

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.359469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:b62e5dd7912b7549ce0cdf92ea05e95e06d385f40a39d21203bf3b3f9edfcbdc

Observation 6cb7ad65-db9c-4ac7-bee9-f580779b6381 · outbound

This paper cites Disentan- gle nighttime lens flares: self-supervised generation-based lens flare removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Disentan- gle nighttime lens flares: self-supervised generation-based lens flare removal

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.378939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:3b6f4af3dc3c3bd3d327cfcf65f54506d5911313750fbf23232236e57e5bc5fc

Observation 7d500881-a9d8-4a7f-85b9-b275adc14277 · outbound

This paper cites Prompt-to-Prompt Image Editing with Cross Attention Control.

UniSER: A Foundation Model for Unified Soft Effects Removal Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.793975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:c16bacbd56fe93e041964b305596f237a97a0a7e6afa4db2da835dc1eb020528

Observation 45514056-06f4-40fa-a3fa-75085a3aebb1 · outbound

This paper cites Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851.

UniSER: A Foundation Model for Unified Soft Effects Removal Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.402788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:1ae2d0428a53202f2fe801bf1de2d6d9faad0dff5522b627ea3eb63c83f24635

Observation d60671e5-bcfd-4b5f-a873-376a4beb1ac6 · outbound

This paper cites L-differ: Single image reflection re- moval with language-based diffusion model.

UniSER: A Foundation Model for Unified Soft Effects Removal L-differ: Single image reflection re- moval with language-based diffusion model

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.410202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f9324ed74a083c2def630438105ed289dc3108dad1091e03eb846bb6d391acf4

Observation 9e490ca1-67e8-479a-9146-0d8b5af41180 · outbound

This paper cites Trash or treasure? an interac- tive dual-stream strategy for single image reflection separa- tion.Advances in Neural Information Processing Systems, 34:24683–24694.

UniSER: A Foundation Model for Unified Soft Effects Removal Trash or treasure? an interac- tive dual-stream strategy for single image reflection separa- tion.Advances in Neural Information Processing Systems, 34:24683–24694

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.455489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:348a629a33e225c17e9bf4b6d7b1d25b9e61f9232c933883ff2316c8beec0561

Observation f26373c2-fd5b-4d66-941e-59da91c166f9 · outbound

This paper cites Single image reflection sep- aration via component synergy.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection sep- aration via component synergy

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.316964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:dfceda2b188770fae12967191ff7321d7b9c23a642141f82db9f20d0c5523235

Observation 25189980-d45f-4ead-b0fa-5e65e4979e91 · outbound

This paper cites Single image reflection removal via inter-layer complementarity.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection removal via inter-layer complementarity

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.814633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f926b199fee091865ba4920f285e232b4fa6ee1e1172f4089ae5ca7cd6913eef

Observation d8f3d519-a660-4e1d-b630-a608815c0fce · outbound

This paper cites GPT-4o System Card.

UniSER: A Foundation Model for Unified Soft Effects Removal GPT-4o System Card

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.764244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:b57ebbe2e7bd5b6f11a5db1fe26d9d71279426108a725622452b339bf5d1af7a

Observation 5a36d600-7f8b-4c42-8dc1-ecbeb046c6fd · outbound

This paper cites Hazespace2m: A dataset for haze aware single image dehazing.

UniSER: A Foundation Model for Unified Soft Effects Removal Hazespace2m: A dataset for haze aware single image dehazing

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.399113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:85d6ea04b78d265850a63b3414c08bfa6693223e17373a3f31616acb631a62f0

Observation 850c74c1-9add-4725-a002-5f4cb8a29c3d · outbound

This paper cites Autodir: Automatic all-in-one image restoration with latent diffusion.

UniSER: A Foundation Model for Unified Soft Effects Removal Autodir: Automatic all-in-one image restoration with latent diffusion

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.286633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:faab85261be73ddaeca4b528b0e54d0c41cd9e27f3a4ace30bcee12db01133e0

Observation d5353d9d-3bdd-4be3-b919-6333bff12609 · outbound

This paper cites Dc- shadownet: Single-image hard and soft shadow removal us- ing unsupervised domain-classifier guided network.

UniSER: A Foundation Model for Unified Soft Effects Removal Dc- shadownet: Single-image hard and soft shadow removal us- ing unsupervised domain-classifier guided network

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.252328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:8ae24b2264fa007531fa9d32c7881dc28d4980b2a58351aa3e30c593387b3ccc

Observation c8cd7b8f-d17b-43c1-ae6a-0eacbb3f7f09 · outbound

This paper cites Imagic: Text-based real image editing with diffusion models.

UniSER: A Foundation Model for Unified Soft Effects Removal Imagic: Text-based real image editing with diffusion models

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.448369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:4bb3ec4cac1fce2df262d448ed209a27c1e88015c90c853fdeb435f65e286b15

Observation 0f6c9128-2474-4411-bfd5-43ef6cd26b4f · outbound

This paper cites Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis.

UniSER: A Foundation Model for Unified Soft Effects Removal Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.788700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:6c01c867b3f3e3c2ad55940455b1496598371b76ed2d240cf6760200f28f5075

Observation 427d1584-73c2-4f61-9875-b983379833ea · outbound

This paper cites Single image reflection removal with physically-based training images.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection removal with physically-based training images

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.458434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ea15d3835a0c591202bdb765fbee36033beae3113428e1275bdc81f3c380804f

Observation d2f4b5a5-f6d6-4132-9402-bae54a8bd5e6 · outbound

This paper cites Auto-Encoding Variational Bayes.

UniSER: A Foundation Model for Unified Soft Effects Removal Auto-Encoding Variational Bayes

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.751102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:d62a43132635e3f7d27c3df82a9331da52d9731cbb3cbabed29dad82101af147

Observation cc6703cb-2a7b-4c28-8e80-634fc64380c5 · outbound

This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

UniSER: A Foundation Model for Unified Soft Effects Removal FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.799186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:62561ba430639eca5bbcd190518434c3b2fcc78a436147777f103302cffdcf8c

Observation 64a70f84-65d9-4a3e-9949-5957279adda6 · outbound

This paper cites Shadow removal via shadow image decomposition.

UniSER: A Foundation Model for Unified Soft Effects Removal Shadow removal via shadow image decomposition

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.341490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:7577c983f0f9524b446e280a9e207465cde1661a180dabb75da36e30a6579f46

Observation cae2e9e0-e8a2-4626-a68a-3595fbbaec6c · outbound

This paper cites Robust reflection re- moval with reflection-free flash-only cues.

UniSER: A Foundation Model for Unified Soft Effects Removal Robust reflection re- moval with reflection-free flash-only cues

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.426329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:d1f62257add305c8e5de0521eaf5ea495473afc2f9a00f2a187275d13602ce00

Observation 14dc4a7f-89b9-4816-b902-0aca62392e68 · outbound

This paper cites Polarized reflection re- moval with perfect alignment in the wild.

UniSER: A Foundation Model for Unified Soft Effects Removal Polarized reflection re- moval with perfect alignment in the wild

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.272240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:6076f3f7f7e2cbba524b3f3ba88c2ae626bb08822811ea1f72e13004e829b3d7

Observation e64cab80-8bf9-4cbb-9e8c-2e69ca819217 · outbound

This paper cites Aod-net: All-in-one dehazing network.

UniSER: A Foundation Model for Unified Soft Effects Removal Aod-net: All-in-one dehazing network

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.351547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:4e97b68827ebacf60a2b71f92f3c64c83a932cabc194ab2ef084918a9a8adf6b

Observation 299b3209-d0b9-47bd-bc4d-b1f97eeee9ab · outbound

This paper cites Benchmarking single- image dehazing and beyond.IEEE transactions on image processing, 28(1):492–505.

UniSER: A Foundation Model for Unified Soft Effects Removal Benchmarking single- image dehazing and beyond.IEEE transactions on image processing, 28(1):492–505

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.466282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:67af95d95c2dd7cb36dabcc35441c25d069de9d22fd89e7cb343f2dfa9b968b7

Observation b337de53-a548-4d5f-9cb3-cf82fb11d4d1 · outbound

This paper cites Single image reflection removal through cascaded refinement.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection removal through cascaded refinement

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.476184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:a0ea54e4c9b68f077a71e900011ccf0d5235cb8aaf32c209b6700979b3750ddf

Observation 96cc442c-a8c5-4cf1-a029-75ae6e692636 · outbound

This paper cites All in one bad weather removal using architectural search.

UniSER: A Foundation Model for Unified Soft Effects Removal All in one bad weather removal using architectural search

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.307049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:2f20dbed1cca2b5629ae97108f69204e4f113c0eaf5d243c437b47ec38487404

Observation ce3a49a8-db6b-4495-ba75-e6ba0609dfb7 · outbound

This paper cites DenseSR: Image Shadow Removal as Dense Prediction.

UniSER: A Foundation Model for Unified Soft Effects Removal DenseSR: Image Shadow Removal as Dense Prediction

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.820040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:98f41162605289ce2ca530e5e4baa7752e36ad358a979370bf7b804860d119f2

Observation d72edbf0-6cbc-4b6f-ba4a-c911030429b5 · outbound

This paper cites Diff-plugin: Revitalizing details for diffusion-based low-level tasks.

UniSER: A Foundation Model for Unified Soft Effects Removal Diff-plugin: Revitalizing details for diffusion-based low-level tasks

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.429588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:61af047ad4399c98d6a05f162e136aafcf5f8d60ddbec4f3e73727b5315d3a98

Observation a28159aa-468b-4911-b841-ad964f25f61b · outbound

This paper cites From shadow generation to shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal From shadow generation to shadow removal

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.374746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:c898998942b3b6bfb08b723df30ffe64259436f18cc1b4c538ffbbb16138c2b4

Observation fcbda7f9-d68c-4997-aa39-a99252802ed8 · outbound

This paper cites Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 32.

UniSER: A Foundation Model for Unified Soft Effects Removal Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 32

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.392167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:5ae70c246cd7bc72f193d17904781a3a583d7a6646a6ae906cc5b7964f7ff4e8

Observation 12d474ec-5252-4036-a71b-053ad7de5b30 · outbound

This paper cites Promptir: Prompting for all-in- one image restoration.Advances in Neural Information Pro- cessing Systems, 36:71275–71293.

UniSER: A Foundation Model for Unified Soft Effects Removal Promptir: Prompting for all-in- one image restoration.Advances in Neural Information Pro- cessing Systems, 36:71275–71293

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.327075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:15b1e744707c841e781c6a8696c2cc9f9fd386520797c8058559c92aff97ac68

Observation fc18c315-0e75-4d34-bf57-91f7d29b2c15 · outbound

This paper cites Deshadownet: A multi-context embedding deep network for shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Deshadownet: A multi-context embedding deep network for shadow removal

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.497533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ca2b3f2b7b79d674ff3cff72bb59717427b9bb6a59c97a164de8881a2e0121d2

Observation b60f3a54-07ea-4ee5-9055-9a6a9fa7b12c · outbound

This paper cites Unsupervised single-image reflection removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Unsupervised single-image reflection removal

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.283267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:cebaca2a9f079423976b2c3ce91983fc0f12b918bc24493220c47cd027cb9614

Observation ecf0f9a5-0204-4a98-917b-2e1866c87df1 · outbound

This paper cites Awracle: All- weather image restoration using visual in-context learning.

UniSER: A Foundation Model for Unified Soft Effects Removal Awracle: All- weather image restoration using visual in-context learning

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.385720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:cfadb27c596ea3b0b4a975d665081f613b0eb612301368c048a09b191e996fbc

Observation 03546614-51d6-4ddf-ae44-8094ea8388c8 · outbound

This paper cites Dragdiffusion: Harnessing diffusion models for interactive point-based image editing.

UniSER: A Foundation Model for Unified Soft Effects Removal Dragdiffusion: Harnessing diffusion models for interactive point-based image editing

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.334412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:583341933cad1ca564471d1c3139a4857250852242d67012560638f67d01b283

Observation 5303ebc6-d426-49d2-a66d-08cdde75079d · outbound

This paper cites Denoising Diffusion Implicit Models.

UniSER: A Foundation Model for Unified Soft Effects Removal Denoising Diffusion Implicit Models

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-05-17T21:20:16.809115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:3087c1b0128137ff3e1842fcc684028b35781e258aff363ccb386da36a975dd5

Observation 0e36fdcc-d61b-4290-9108-d8dcfcf500a9 · outbound

This paper cites Vision transformers for single image dehazing.IEEE Transactions on Image Processing, 32:1927–1941.

UniSER: A Foundation Model for Unified Soft Effects Removal Vision transformers for single image dehazing.IEEE Transactions on Image Processing, 32:1927–1941

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.417173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:06eb1730f2e589bbf5196340634e614bcaa73deb3892b4555dd5efe4351614ac

Observation b3de2b88-23a2-43fc-9e40-61c96a5f9669 · outbound

This paper cites Resolution-robust large mask inpainting with fourier convolutions.

UniSER: A Foundation Model for Unified Soft Effects Removal Resolution-robust large mask inpainting with fourier convolutions

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.330688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:3e0e0aad071f4fba5832b260b2032cf23f7851d08dde9a58023bd6bfc82a64d5

Observation a6ec7085-9dfc-4984-8907-1b5f655345d3 · outbound

This paper cites Degradation-aware feature perturbation for all- in-one image restoration.

UniSER: A Foundation Model for Unified Soft Effects Removal Degradation-aware feature perturbation for all- in-one image restoration

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.367342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:b054ad00b44ebc498a91cf3d1a2a5e38eee4b382521c97c0f3ae88db0807d71e

Observation 60462e1b-f70b-4e40-8e39-1d8114cf9476 · outbound

This paper cites Sfnet-a spatial-frequency domain neural network for image lens flare removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Sfnet-a spatial-frequency domain neural network for image lens flare removal

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.344691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ab0645598915c3c9bfac3880036b0c96e591c9e0c84059b0862cbb22e3a62b30

Observation e37cf380-63d7-428d-9fb8-d5f52578d06f · outbound

This paper cites Wsrd: A novel benchmark for high resolution image shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Wsrd: A novel benchmark for high resolution image shadow removal

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.323678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:53b4d45a9896ea22b9a9236a0142661ab84789c020e69ffe776501f0cdbea30c

Observation 04c2ce88-5ea5-4043-87a4-d9b98e6a900b · outbound

This paper cites Benchmarking single-image reflection removal algorithms.

UniSER: A Foundation Model for Unified Soft Effects Removal Benchmarking single-image reflection removal algorithms

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.259003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:3143f5edc1702382e191a221bb6b8cd69c562e773ee37d8477190f2cf4e17792

Observation f7bcaf45-d357-4bb7-bfb2-5b2a68a6ece2 · outbound

This paper cites Stacked condi- tional generative adversarial networks for jointly learning shadow detection and shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Stacked condi- tional generative adversarial networks for jointly learning shadow detection and shadow removal

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.436419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:2030a5230ba69f33f63e8b2bbce17d7f0f93ccd8bfeb8aacd6784d8eab0991ac

Observation 83d07db9-3c05-4596-881c-4458f4eaa85c · outbound

This paper cites Learn- ing hazing to dehazing: Towards realistic haze generation for real-world image dehazing.

UniSER: A Foundation Model for Unified Soft Effects Removal Learn- ing hazing to dehazing: Towards realistic haze generation for real-world image dehazing

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.363367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:3b2cda4a3cbd68111d7f78d611a26fa46aef29519ad2c537c64ebdf720f554c1

Observation a574eb68-3019-4d8b-b4da-62f9767296fd · outbound

This paper cites PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection Removal.

UniSER: A Foundation Model for Unified Soft Effects Removal PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection Removal

Reference 72

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.776998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:9b10e30571af9ea48e66098f3d14791e0d2680ad450408dcb7c9b66d9fef8912

Observation 3c30804f-54b3-47f4-9929-686420a4b8ee · outbound

This paper cites Ucl-dehaze: Toward real-world image dehazing via un- 11 supervised contrastive learning.IEEE Transactions on Im- age Processing, 33:1361–1374.

UniSER: A Foundation Model for Unified Soft Effects Removal Ucl-dehaze: Toward real-world image dehazing via un- 11 supervised contrastive learning.IEEE Transactions on Im- age Processing, 33:1361–1374

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.406513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:b7a27434e6306dffa8dbbf1b279f2db48a3f865774f2fc4f6c86af4e23cd015a

Observation 8c9816db-9f02-4cac-a1d3-4a1d44f704d4 · outbound

This paper cites Single image reflection removal be- yond linearity.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection removal be- yond linearity

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.310431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:707f1e8161bb6d438e10e25c657d87133f097248c4778b060256bd1dac9b01b1

Observation 54edd011-2137-4cca-b632-f6d8b163acf4 · outbound

This paper cites How to train neural networks for flare removal.

UniSER: A Foundation Model for Unified Soft Effects Removal How to train neural networks for flare removal

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.473804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:5be7cc8613bf8b65fd2fd5ee4d28795e8fc9afff432423235a8bc737e4c12c17

Observation 3a120405-0028-43e5-8799-c99ba74115c3 · outbound

This paper cites Detail-preserving latent diffusion for stable shadow removal.

UniSER: A Foundation Model for Unified Soft Effects Removal Detail-preserving latent diffusion for stable shadow removal

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.488852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f104aece75127836c18807aeeb7b6195c4a40fb5c1f35772cd829bc8d2106c35

Observation a32c7500-f603-4f58-b3a8-4a3b71a1b5ae · outbound

This paper cites DFDNet: Dynamic Frequency-Guided De-Flare Network.

UniSER: A Foundation Model for Unified Soft Effects Removal DFDNet: Dynamic Frequency-Guided De-Flare Network

Reference 77

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.742270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:40361549e177c50ab3ab953f200094660c6c3543b7b96c622e9e7012e9ad3893

Observation 230833a6-5b13-4a7e-bbf0-30140c75df15 · outbound

This paper cites Proximal dehaze-net: A prior learning-based deep network for single image dehazing.

UniSER: A Foundation Model for Unified Soft Effects Removal Proximal dehaze-net: A prior learning-based deep network for single image dehazing

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.248903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:5e254b3b8490e97ea3eccf2c14ad87d6735b8c3c8bb89b22ba556c8931f23759

Observation aaefe9ff-5416-4849-bff9-0d0a40055a06 · outbound

This paper cites See- ing deeply and bidirectionally: A deep learning approach for single image reflection removal.

UniSER: A Foundation Model for Unified Soft Effects Removal See- ing deeply and bidirectionally: A deep learning approach for single image reflection removal

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.423409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:9a2e7f5c135c9d47c021751953930c3058b84cd3b5ab57d8f376c6c066d9c7a6

Observation 03046290-6436-42de-bad4-c755baeb3122 · outbound

This paper cites Nighttime dehazing with a synthetic benchmark.

UniSER: A Foundation Model for Unified Soft Effects Removal Nighttime dehazing with a synthetic benchmark

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.484176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:fff4df8486c2f5f0ebd33115b38607b09a39d584991402f6f1d5fc79a026e28d

Observation 55344361-98a3-4824-8c78-1b16db9d502d · outbound

This paper cites Shadow re- mover: Image shadow removal based on illumination recov- ering optimization.IEEE Transactions on Image Processing, 24(11):4623–4636.

UniSER: A Foundation Model for Unified Soft Effects Removal Shadow re- mover: Image shadow removal based on illumination recov- ering optimization.IEEE Transactions on Image Processing, 24(11):4623–4636

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.354937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:6cbf61f5c55dce4f4628758adcd282d1407f0ac4c7ba07b816f88be3802e8244

Observation c4342f71-20b8-4d4c-a614-778c02bb28c4 · outbound

This paper cites Pa-nafnet: An improved nonlinear activation free network with pyramid attention for single image reflection removal.Digital Signal Processing, page 105474.

UniSER: A Foundation Model for Unified Soft Effects Removal Pa-nafnet: An improved nonlinear activation free network with pyramid attention for single image reflection removal.Digital Signal Processing, page 105474

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.262431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f4757e4dec5e770ed35a97e0a855889e2689414bff3bc9bc0c36e7c83e85aa3d

Observation 2fc8851f-b94f-45de-8ac2-58fd708f8aba · outbound

This paper cites Lmhaze: intensity-aware image dehazing with a large- scale multi-intensity real haze dataset.

UniSER: A Foundation Model for Unified Soft Effects Removal Lmhaze: intensity-aware image dehazing with a large- scale multi-intensity real haze dataset

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.500214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f88eb39fea2797d24b71a80a6b3baf79f3845f7b7759b68d926a56a06253b9c4

Observation a0c2043d-2b30-476a-b69e-de67218f744f · outbound

This paper cites Blind image quality assessment via vision- language correspondence: A multitask learning perspective.

UniSER: A Foundation Model for Unified Soft Effects Removal Blind image quality assessment via vision- language correspondence: A multitask learning perspective

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.440493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ec4c96517c8104af468cbfe5a85d65dfa460514286f5b010d9ba9168f0095cf5

Observation 7ee88480-d96d-4a42-8708-114d737d2851 · outbound

This paper cites Single image re- flection separation with perceptual losses.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image re- flection separation with perceptual losses

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.304146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:ba32fcfa45d302e0065d72bda1f26b8a4790dfaf507d80531eb7789b9542d49d

Observation 1a21b04b-aab4-47d1-9ef8-698b50d0ab68 · outbound

This paper cites Learning to restore hazy video: A new real-world dataset and a new method.

UniSER: A Foundation Model for Unified Soft Effects Removal Learning to restore hazy video: A new real-world dataset and a new method

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.348310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:79c8e3742fb9b6528d6a082cf24fa845236487395bbcd7969eb24625be4068b6

Observation 7bbcdce8-fd9b-4a15-9ff2-a058e2e2bb30 · outbound

This paper cites CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware Training.

UniSER: A Foundation Model for Unified Soft Effects Removal CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware Training

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.771163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:6b0fdd75cf815c442615827ca74aa8e262f3ca8ce7ae32049d600ae1b77d3ee4

Observation a9d13d7a-cde3-4671-b3f8-25bd473f4468 · outbound

This paper cites Single image reflection removal with absorption effect.

UniSER: A Foundation Model for Unified Soft Effects Removal Single image reflection removal with absorption effect

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.420181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:2249acad017f0e9b6d49fb8c7b29cea8beed691e5280f5ed035a0958f451e707

Observation e56e605d-134a-4ae7-aebb-82c7fbc94c68 · outbound

This paper cites Difflare: Removing Image Lens Flare with Latent Diffusion Model.

UniSER: A Foundation Model for Unified Soft Effects Removal Difflare: Removing Image Lens Flare with Latent Diffusion Model

Reference 89

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:20:16.758135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f92fcce7b0471c22d6ffb89cb274699dc416a450ec40a4eb70b7ebe70696f836

Observation 8c6c260d-5f07-4228-b146-d05d58d23742 · outbound

This paper cites Improving lens flare removal with general-purpose pipeline and multiple light sources re- covery.

UniSER: A Foundation Model for Unified Soft Effects Removal Improving lens flare removal with general-purpose pipeline and multiple light sources re- covery

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.432969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:e2cd496220a3b152efc27e967e53a1dd4dbe77da308d4cbca3a31b1dd821a575

Observation 6579ed97-5bb0-4d33-92cb-13e08d53a91f · outbound

This paper cites Image lens flare removal using adversarial curve learning.IEEE Transactions on Pattern Analysis and Ma- chine Intelligence.

UniSER: A Foundation Model for Unified Soft Effects Removal Image lens flare removal using adversarial curve learning.IEEE Transactions on Pattern Analysis and Ma- chine Intelligence

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.388889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:eff099a5e87d8dc18973a3a24fdcd9137a513e61160d3e4ebb0e8f375b51541b

Observation 70b156ab-f10f-4bea-94a1-f439028fcc6b · outbound

This paper cites Multi-stream fusion network with generalized smooth l 1 loss for single image dehazing.IEEE Transac- tions on Image Processing, 30:7620–7635.

UniSER: A Foundation Model for Unified Soft Effects Removal Multi-stream fusion network with generalized smooth l 1 loss for single image dehazing.IEEE Transac- tions on Image Processing, 30:7620–7635

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.468756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:e6910f93cfc87f10e1387923fbb19a4a6ead1f61dba00a8e314058fa52a57dfc

Observation 006e6d5a-3339-4207-87b3-9254c5df4cc9 · outbound

This paper cites Revisiting sin- gle image reflection removal in the wild.

UniSER: A Foundation Model for Unified Soft Effects Removal Revisiting sin- gle image reflection removal in the wild

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.255572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:0075ed534ef009df5fea08de2b53b500fe25b3b8b32837c8e942b76c8c01a8d4

Observation 08dcb492-19a7-4181-afdb-61e3afeba761 · outbound

This paper cites Our data collection process aggregates established bench- marks from each domain.

UniSER: A Foundation Model for Unified Soft Effects Removal Our data collection process aggregates established bench- marks from each domain

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.293751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:e2cb21f096d240d1a521c5e77e536250f8e3f3c80d1b36b59dadafcfc23c6484

Observation 082abeea-8f9f-4b47-b760-5a473675272b · outbound

This paper cites This pipeline was designed to overcome the limitations of existing synthetic datasets, which often lack physical realism and diversity.

UniSER: A Foundation Model for Unified Soft Effects Removal This pipeline was designed to overcome the limitations of existing synthetic datasets, which often lack physical realism and diversity

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.491813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:4f176526c564b3015e978518de201d89d5350c4e8735be0ec0644a7ea4ed4709

Observation 5756b832-7296-42b1-941f-dff6151eade0 · outbound

This paper cites top-tier image quality assessment expert.

UniSER: A Foundation Model for Unified Soft Effects Removal top-tier image quality assessment expert

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T21:20:17.494748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:538a945ef518212a04e6d40cb9b8951827b283ba25b7fdf48ccd5057fa66c639

Observation a213cf85-3ecb-4be2-88dd-ee22e66932ae · outbound

This paper cites an unresolved cited work.

UniSER: A Foundation Model for Unified Soft Effects Removal Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-05-17T21:20:17.486450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:1e04f84d4e11aeba57cedf388d8ccc484d23d94d1e771a8f8383b7d583e6f9bb

Observation f0940d06-4448-43e2-9818-7c64bb434849 · outbound

This paper cites More Visual Results We provide more visual results in Fig.

UniSER: A Foundation Model for Unified Soft Effects Removal More Visual Results We provide more visual results in Fig

Reference 98

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T21:20:17.320220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T21:19:43.695857Z digest=sha256:f707378c740b634d657dc4e9e0850c3fd0949d8cca1bc6549a47ce713a9566a8

Pith citing papers

Observation 992e00de-9bb5-4128-a982-8e4692717685 · inbound

DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models cites this paper.

DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models UniSER: A Foundation Model for Unified Soft Effects Removal

Reference 108

Resolution
metadata mismatch
local_arxiv, observed 2026-05-10T23:30:51.718684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T19:04:24.131372Z digest=sha256:03b6b3b8725dcd310f4d2bb1a63a0d63b49499b4f921f24ef4510db16045ca1f

Observation bae84b63-9c0e-43dd-96c2-c5dad3cbb104 · inbound

Beyond Thinking: Imagining in 360$^\circ$ for Humanoid Visual Search cites this paper.

Beyond Thinking: Imagining in 360$^\circ$ for Humanoid Visual Search UniSER: A Foundation Model for Unified Soft Effects Removal

Reference 115

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T03:01:18.386074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-12T02:58:46.728868Z digest=sha256:c1c9054e55630e04a8ff980c0e445a5853541af5d0190b2a3d3803bd0699c633