Projects per year
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Projects
- 1 Active
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FWOSB156: Towards Human Friendly Explanations
Sammani, F. (Mandate) & Deligiannis, N. (Administrative Promotor)
1/11/23 → 31/10/27
Project: Fundamental
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Zero-Shot Natural Language Explanations
Sammani, F. & Deligiannis, N., 2025, The Thirteenth International Conference on Learning Representations (ICLR 2025). VUB, p. 1 24 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access -
Interpreting and Analyzing CLIP’s Zero-Shot Image Classification via Mutual Knowledge
Sammani, F. & Deligiannis, N., 2024, 38th Conference on Neural Information Processing Systems. p. 1-35 35 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access -
Visualizing and Understanding Contrastive Learning
Sammani, F., Joukovsky, B. & Deligiannis, N., 2024, In: IEEE Transactions on Image Processing. 33, p. 541 - 555 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile14 Citations (Scopus)203 Downloads (Pure) -
Model-Agnostic Visual Explanations via Approximate Bilinear Models
Joukovsky, B., Sammani, F. & Deligiannis, N., 11 Jul 2023, 2023 IEEE International Conference on Image Processing. IEEE, p. 1770-1774 5 p. (Proceedings - International Conference on Image Processing, ICIP).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open AccessFile2 Citations (Scopus)318 Downloads (Pure) -
Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language Tasks.
Sammani, F. & Deligiannis, N., 2023, VLAR, International Conference on Computer Vision Workshops (ICCVW) 2023. Workshop ed. ICCV : IEEE, Vol. Workshop. p. 1-4 4 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Prizes
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Honorable Mention Award
Sammani, F. (Recipient) & Deligiannis, N. (Recipient), 2023
Prize: Prize (including medals and awards)
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Honourable Mention Award at ICCVW 2023
Sammani, F. (Recipient), 3 Oct 2023
Prize: Prize (including medals and awards)
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2023 IEEE/CVF International Conference on Computer Vision (ICCV) (Publisher)
Sammani, F. (Peer reviewer)
10 Apr 2023 → 8 May 2023Activity: Publication peer-review and editorial work › Publication peer-review
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IEEE Transactions on Image Processing (Journal)
Sammani, F. (Peer reviewer)
18 Jan 2023Activity: Publication peer-review and editorial work › Publication peer-review
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Towards Human Friendly Explanations
Sammani, F. (Recipient)
1 Nov 2023 → 31 Oct 2027Activity: Other › Written proposal
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Model-Agnostic Visual Explanations via Approximate Bilinear Models
Joukovsky, B. (Speaker), Sammani, F. (Speaker) & Deligiannis, N. (Contributor)
11 Oct 2023Activity: Talk or presentation › Talk or presentation at a conference
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NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks
Sammani, F. (Speaker), Mukherjee, T. (Contributor) & Deligiannis, N. (Contributor)
2022 → …Activity: Talk or presentation › Talk or presentation at a conference
Thesis
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Visualizing and Understanding Self-Supervised Vision Learning
Deligiannis, N. (Promotor) & Sammani, F. ((PhD) Student), 2022Student thesis: Master's Thesis